Lung cancer detection kit or device, and detection method

ABSTRACT

It is intended to provide a kit or a device for the detection of lung cancer and a method for detecting lung cancer. The present invention provides a kit or a device for the detection of lung cancer, comprising a nucleic acid capable of specifically binding to a miRNA in a sample from a subject, and a method for detecting lung cancer, comprising measuring the miRNA in vitro.

TECHNICAL FIELD

The present invention relates to a kit or a device for the detection of lung cancer, comprising a nucleic acid capable of specifically binding to a particular miRNA, which is used for examining the presence or absence of lung cancer in a subject, and a method for detecting lung cancer, comprising measuring an expression level of the miRNA using the nucleic acid.

BACKGROUND ART

The lungs have important functions of supplying oxygen into the body through respiration and eliminating carbon dioxide. Air taken up from the mouth or the nose passes through the trachea and the bronchus, then separately enters the left lung and the right lung, and spreads throughout the lung through the thinner bronchial tubes. Eventually, oxygen is taken up into blood in the alveoli while carbon dioxide is eliminated (Non Patent Literature 1).

According to the 2012 cancer type-specific statistics in Japan disclosed by the Center for Cancer Control and Information Services, National Cancer Center, the number of individuals affected by lung cancer was 107,241 people. Namely, it is estimated that one out of 10 males and one out of 22 females experience lung cancer. The number of incidences of this cancer among other cancer types takes the 3rd in place. Men are twice as likely as women to develop lung cancer. The number of lung cancer deaths in men and women together climbs to 71,518 people and takes the 1st in place among other cancer types. The estimated number of American individuals affected by lung cancer climbed to 224,210 people in 2014, among which approximately 159,260 people reportedly died (Non Patent Literature 1).

Lung cancer has multiple histological types. Small-cell lung cancer occupies approximately 15%, while the remaining histological types are called non-small cell lung cancer. The non-small cell lung cancer is further broadly classified into three subtypes; adenocarcinoma, squamous cell carcinoma, and large-cell carcinoma. These histological types differ largely in the site of origin, the manner and rate of progression, symptoms, etc., and therefore differ in treatment methods.

The stages of lung cancer progression are classified into stages 0 to 4 according to the degrees of tumor spread (T0, Tis, and T1 to T4), lymph node metastasis (N0 to N3), and distant metastasis (M0 and M1). Particularly, as for the tumor spread, T1 denotes tumor of 3 cm or less in greatest diameter; T2 denotes tumor of more than 3 cm but 7 cm or less across; T3 denotes tumor of more than 7 cm across or found to have invaded adjacent sites; and T4 denotes tumor that has invaded adjacent sites more widely regardless of its size.

The survival rate of lung cancer differs depending on the stages of progression. According to the report of Non Patent Literature 1, the 5-year relative survival rate of non-small cell lung cancer is 45 to 49% for stage 1, 30 to 31% for stage 2, 5 to 14% for stage 3, and 1% for stage 4. Thus, the detection and treatment of lung cancer at an early stage makes a significant contribution to improvement in the survival rate.

The treatment of lung cancer is mainly performed by surgical resection, radiotherapy, and anticancer drug treatment. Particularly, in early lung cancer, surgery is applicable and the cancer is likely to be completely cured (Non Patent Literature 1). For early lung cancer, there are some therapeutic options, and for example, treatment that places less burden on patients, such as thoracoscopic surgery, stereotactic body radiotherapy (SBRT), photo dynamic therapy, laser treatment, and brachytherapy, which delivers radiation from within the body, can also be applied to such lung cancer (Non Patent Literature 1).

As described in Non Patent Literature 1, diagnostic tests of lung cancer are medical history check and physical examination as well as chest X-ray examination which is most commonly conducted. When there are findings that suspects lung cancer by the chest X-ray examination, more precise diagnostic imaging such as CT, MRI, or PET is carried out. Alternatively, as tests using samples, sputum cytology, pleural fluid analysis, or pathological examination which involves inserting a needle into a lesion and collecting cells or tissues, which are then examined under a microscope is carried out. Furthermore, CEA and CYFRA21-1 are known as tumor markers for the detection of lung cancer.

As shown in Patent Literatures 1 and 2, there are reports, albeit at a research stage, on the detection of lung cancer using the expression levels of microRNAs (miRNAs) or combinations of the expression levels of miRNAs and the expression levels of additional protein markers in biological samples including blood.

Patent Literature 1 discloses a method for detecting lung cancer or other lung diseases using miR-19b (miR-19b-3p) and the like in serum.

Patent Literature 2 discloses a method for detecting lung cancer using miR-1268 and miR-1228 in serum or plasma.

Patent Literature 3 discloses a method for detecting lung cancer using miR-1307 and the like in blood cells.

CITATION LIST Patent Literature

Patent Literature 1: JP Patent Publication (Kohyo) No. 2013-502931 A (2013)

Patent Literature 2: International Publication No. WO 2011/146937

Patent Literature 3: U.S. patent application Ser. No. 13/376,281

Non Patent Literature

Non Patent Literature 1: American Cancer Society, “Lung Cancer (Non-Small Cell)”, 2013, p. 2 to 7 and 37 to 56

Non Patent Literature 2: Sobin, L. et al., “TNM Classification of Malignant Tumours, the 7th edition”, 2010, p. 129-134

Non Patent Literature 3: Okamura, K. et al, Lung Cancer, 2013, Vol. 80 (1), p. 45-9

SUMMARY OF INVENTION Technical Problem

An object of the present invention is to find a novel tumor marker for lung cancer and to provide a method that can effectively detect lung cancer using a nucleic acid capable of specifically binding to the marker. Chest X-ray examination is being commonly practiced as a test of lung cancer. Nonetheless, the number of lung cancer deaths is increasing yearly and takes the first place by cancer type. For these reasons, it is not always true that the X-ray examination works as a deterrent for lung cancer. Although CT and MRI are capable of detecting lung cancer with high performance, these tests are not suitable for widespread use as 1st tests because of the necessity of their special apparatuses and expensive examination cost.

For example, CEA and CYFRA21-1 are known as tumor markers in blood for the detection of lung cancer (Non Patent Literature 3). The usefulness thereof, however, has not yet been established. The lung cancer guidebook provided by the American Cancer Society makes no mention about these markers (Non Patent Literature 1). According to the report of Non Patent Literature 3, these tumor markers in blood have general lung cancer detection sensitivity of 69% (CEA) and 43% (CYFRA21-1). The tumor markers such as CEA and CYFRA21-1 may elevate for reasons other than lung cancer and therefore allegedly fail to determine the presence or absence of lung cancer. The false diagnosis of other cancers as lung cancer wastes appropriate therapeutic opportunity or places unnecessary economical and physical burdens on patients due to the application of wrong medicine.

As described below, there are reports, albeit at a research stage, on the determination of lung cancer using the expression levels of microRNAs (miRNAs) in biological samples including blood, none of which, however, have yet been brought into practical use.

Patent Literature 1 discloses a method for detecting lung cancer or other lung diseases using miR-19b (miR-19b-3p) and the like in serum. However, the number of samples from healthy subjects used as negative controls was as small as a dozen. Therefore, the universality of the marker for the difference among subjects is not insured. Thus, this method has low reliability as a method for detecting lung cancer.

Patent Literature 2 discloses a method for detecting lung cancer using miR-1268 and miR-1228 in serum or plasma. These markers, however, were validated in only 3 mesothelioma cases as a cancer other than lung cancer. Thus, the possibility that these markers have a high rate of false positives and detect cancers other than lung cancer cannot be excluded.

Patent Literature 3 discloses a method for detecting lung cancer using miR-1307 and the like in blood cells. However, a marker obtained using one case group was not validated in another independent case group. Thus, this method has low reliability as a method for testing lung cancer.

As mentioned above, the existing tumor markers exhibit low performance in the detection of lung cancer, or neither performance nor detection methods are specifically shown as to the markers at a research stage. Therefore, use of these markers might lead to carrying out needless extra examination due to the false detection of healthy subjects as being lung cancer patients, or might waste therapeutic opportunity because of overlooking lung cancer patients. In addition, the measurement of several dozens to several hundreds of miRNAs increases examination cost and is therefore difficult to use in large-scale screening such as medical checkup. Furthermore, the collection of lung tissues for measuring the tumor markers is highly invasive to patients and is not favorable. Hence, there is a demand for a highly accurate lung cancer marker that is detectable from blood, which can be collected with limited invasiveness, and is capable of correctly determining a lung cancer patient as a lung cancer patient and a healthy subject as a healthy subject. Particularly, the early detection of lung cancer can increase the applicability of surgery and drastically improve the survival rates. For early lung cancer, there are multiple therapeutic options. There is a possibility that treatment that places less burden on patients, such as thoracoscopic surgery or stereotactic body radiotherapy, can also be applied to such lung cancer. Therefore, a highly sensitive lung cancer marker that can detect lung cancer even at an early stage of progression is desired.

Solution to Problem

The present inventors have conducted diligent studies to attain the object and consequently completed the present invention by finding multiple genes usable as markers for the detection of lung cancer from blood, which can be collected with limited invasiveness, and finding that lung cancer can be significantly detected by using a nucleic acid capable of specifically binding to any of these markers.

SUMMARY OF INVENTION

Specifically, the present invention has the following features:

(1) A kit for the detection of lung cancer, comprising a nucleic acid capable of specifically binding to at least one or more polynucleotide(s) selected from the group consisting of lung cancer markers miR-6768-5p, miR-6836-3p, miR-6782-5p, miR-3663-3p, miR-1908-3p, miR-6726-5p, miR-4258, miR-1343-3p, miR-4516, miR-6875-5p, miR-4651, miR-6825-5p, miR-6840-3p, miR-6780b-5p, miR-6749-5p, miR-8063, miR-6784-5p, miR-3679-5p, miR-3184-5p, miR-663b, miR-6880-5p, miR-1908-5p, miR-92a-2-5p, miR-7975, miR-7110-5p, miR-6842-5p, miR-6857-5p, miR-5572, miR-3197, miR-6131, miR-6889-5p, miR-4454, miR-1199-5p, miR-1247-3p, miR-6800-5p, miR-6872-3p, miR-4649-5p, miR-6791-5p, miR-4433b-3p, miR-3135b, miR-128-2-5p, miR-4675, miR-4472, miR-6785-5p, miR-6741-5p, miR-7977, miR-3665, miR-128-1-5p, miR-4286, miR-6765-3p, miR-4632-5p, miR-365a-5p, miR-6088, miR-6816-5p, miR-6885-5p, miR-711, miR-6765-5p, miR-3180, miR-4442, miR-4792, miR-6721-5p, miR-6798-5p, miR-3162-5p, miR-6126, miR-4758-5p, miR-2392, miR-486-3p, miR-6727-5p, miR-4728-5p, miR-6746-5p, miR-4270, miR-3940-5p, miR-4725-3p, miR-7108-5p, miR-3656, miR-6879-5p, miR-6738-5p, miR-1260a, miR-4446-3p, miR-3131, miR-4463, miR-3185, miR-6870-5p, miR-6779-5p, miR-1273g-3p, miR-8059, miR-4697-5p, miR-4674, miR-4433-3p, miR-4257, miR-1915-5p, miR-4417, miR-1343-5p, miR-6781-5p, miR-4695-5p, miR-1237-5p, miR-6775-5p, miR-7845-5p, miR-4746-3p, miR-7641, miR-7847-3p, miR-6806-5p, miR-4467, miR-4726-5p, miR-4648, miR-6089, miR-1260b, miR-4532, miR-5195-3p, miR-3188, miR-6848-5p, miR-1233-5p, miR-6717-5p, miR-3195, miR-6757-5p, miR-8072, miR-4745-5p, miR-6511a-5p, miR-6776-5p, miR-371a-5p, miR-1227-5p, miR-7150, miR-1915-3p, miR-187-5p, miR-614, miR-1225-5p, miR-451a, miR-939-5p, miR-223-3p, miR-125a-3p, miR-92b-5p, miR-22-3p, miR-6073, miR-6845-5p, miR-6769b-5p, miR-4665-3p, miR-1913, miR-1228-3p, miR-940, miR-296-3p, miR-4690-5p, miR-548q, miR-663a, miR-1249, miR-1202, miR-7113-3p, miR-1225-3p, miR-4783-3p, miR-4448 and miR-4534.

(2) The kit according to (1), wherein miR-6768-5p is hsa-miR-6768-5p, miR-6836-3p is hsa-miR-6836-3p, miR-6782-5p is hsa-miR-6782-5p, miR-3663-3p is hsa-miR-3663-3p, miR-1908-3p is hsa-miR-1908-3p, miR-6726-5p is hsa-miR-6726-5p, miR-4258 is hsa-miR-4258, miR-1343-3p is hsa-miR-1343-3p, miR-4516 is hsa-miR-4516, miR-6875-5p is hsa-miR-6875-5p, miR-4651 is hsa-miR-4651, miR-6825-5p is hsa-miR-6825-5p, miR-6840-3p is hsa-miR-6840-3p, miR-6780b-5p is hsa-miR-6780b-5p, miR-6749-5p is hsa-miR-6749-5p, miR-8063 is hsa-miR-8063, miR-6784-5p is hsa-miR-6784-5p, miR-3679-5p is hsa-miR-3679-5p, miR-3184-5p is hsa-miR-3184-5p, miR-663b is hsa-miR-663b, miR-6880-5p is hsa-miR-6880-5p, miR-1908-5p is hsa-miR-1908-5p, miR-92a-2-5p is hsa-miR-92a-2-5p, miR-7975 is hsa-miR-7975, miR-7110-5p is hsa-miR-7110-5p, miR-6842-5p is hsa-miR-6842-5p, miR-6857-5p is hsa-miR-6857-5p, miR-5572 is hsa-miR-5572, miR-3197 is hsa-miR-3197, miR-6131 is hsa-miR-6131, miR-6889-5p is hsa-miR-6889-5p, miR-4454 is hsa-miR-4454, miR-1199-5p is hsa-miR-1199-5p, miR-1247-3p is hsa-miR-1247-3p, miR-6800-5p is hsa-miR-6800-5p, miR-6872-3p is hsa-miR-6872-3p, miR-4649-5p is hsa-miR-4649-5p, miR-6791-5p is hsa-miR-6791-5p, miR-4433b-3p is hsa-miR-4433b-3p, miR-3135b is hsa-miR-3135b, miR-128-2-5p is hsa-miR-128-2-5p, miR-4675 is hsa-miR-4675, miR-4472 is hsa-miR-4472, miR-6785-5p is hsa-miR-6785-5p, miR-6741-5p is hsa-miR-6741-5p, miR-7977 is hsa-miR-7977, miR-3665 is hsa-miR-3665, miR-128-1-5p is hsa-miR-128-1-5p, miR-4286 is hsa-miR-4286, miR-6765-3p is hsa-miR-6765-3p, miR-4632-5p is hsa-miR-4632-5p, miR-365a-5p is hsa-miR-365a-5p, miR-6088 is hsa-miR-6088, miR-6816-5p is hsa-miR-6816-5p, miR-6885-5p is hsa-miR-6885-5p, miR-711 is hsa-miR-711, miR-6765-5p is hsa-miR-6765-5p, miR-3180 is hsa-miR-3180, miR-4442 is hsa-miR-4442, miR-4792 is hsa-miR-4792, miR-6721-5p is hsa-miR-6721-5p, miR-6798-5p is hsa-miR-6798-5p, miR-3162-5p is hsa-miR-3162-5p, miR-6126 is hsa-miR-6126, miR-4758-5p is hsa-miR-4758-5p, miR-2392 is hsa-miR-2392, miR-486-3p is hsa-miR-486-3p, miR-6727-5p is hsa-miR-6727-5p, miR-4728-5p is hsa-miR-4728-5p, miR-6746-5p is hsa-miR-6746-5p, miR-4270 is hsa-miR-4270, miR-3940-5p is hsa-miR-3940-5p, miR-4725-3p is hsa-miR-4725-3p, miR-7108-5p is hsa-miR-7108-5p, miR-3656 is hsa-miR-3656, miR-6879-5p is hsa-miR-6879-5p, miR-6738-5p is hsa-miR-6738-5p, miR-1260a is hsa-miR-1260a, miR-4446-3p is hsa-miR-4446-3p, miR-3131 is hsa-miR-3131, miR-4463 is hsa-miR-4463, miR-3185 is hsa-miR-3185, miR-6870-5p is hsa-miR-6870-5p, miR-6779-5p is hsa-miR-6779-5p, miR-1273g-3p is hsa-miR-1273g-3p, miR-8059 is hsa-miR-8059, miR-4697-5p is hsa-miR-4697-5p, miR-4674 is hsa-miR-4674, miR-4433-3p is hsa-miR-4433-3p, miR-4257 is hsa-miR-4257, miR-1915-5p is hsa-miR-1915-5p, miR-4417 is hsa-miR-4417, miR-1343-5p is hsa-miR-1343-5p, miR-6781-5p is hsa-miR-6781-5p, miR-4695-5p is hsa-miR-4695-5p, miR-1237-5p is hsa-miR-1237-5p, miR-6775-5p is hsa-miR-6775-5p, miR-7845-5p is hsa-miR-7845-5p, miR-4746-3p is hsa-miR-4746-3p, miR-7641 is hsa-miR-7641, miR-7847-3p is hsa-miR-7847-3p, miR-6806-5p is hsa-miR-6806-5p, miR-4467 is hsa-miR-4467, miR-4726-5p is hsa-miR-4726-5p, miR-4648 is hsa-miR-4648, miR-6089 is hsa-miR-6089, miR-1260b is hsa-miR-1260b, miR-4532 is hsa-miR-4532, miR-5195-3p is hsa-miR-5195-3p, miR-3188 is hsa-miR-3188, miR-6848-5p is hsa-miR-6848-5p, miR-1233-5p is hsa-miR-1233-5p, miR-6717-5p is hsa-miR-6717-5p, miR-3195 is hsa-miR-3195, miR-6757-5p is hsa-miR-6757-5p, miR-8072 is hsa-miR-8072, miR-4745-5p is hsa-miR-4745-5p, miR-6511a-5p is hsa-miR-6511a-5p, miR-6776-5p is hsa-miR-6776-5p, miR-371a-5p is hsa-miR-371a-5p, miR-1227-5p is hsa-miR-1227-5p, miR-7150 is hsa-miR-7150, miR-1915-3p is hsa-miR-1915-3p, miR-187-5p is hsa-miR-187-5p, miR-614 is hsa-miR-614, miR-1225-5p is hsa-miR-1225-5p, miR-451a is hsa-miR-451a, miR-939-5p is hsa-miR-939-5p, miR-223-3p is hsa-miR-223-3p, miR-125a-3p is hsa-miR-125a-3p, miR-92b-5p is hsa-miR-92b-5p, miR-22-3p is hsa-miR-22-3p, miR-6073 is hsa-miR-6073, miR-6845-5p is hsa-miR-6845-5p, miR-6769b-5p is hsa-miR-6769b-5p, miR-4665-3p is hsa-miR-4665-3p, miR-1913 is hsa-miR-1913, miR-1228-3p is hsa-miR-1228-3p, miR-940 is hsa-miR-940, miR-296-3p is hsa-miR-296-3p, miR-4690-5p is hsa-miR-4690-5p, miR-548q is hsa-miR-548q, miR-663a is hsa-miR-663a, miR-1249 is hsa-miR-1249, miR-1202 is hsa-miR-1202, miR-7113-3p is hsa-miR-7113-3p, miR-1225-3p is hsa-miR-1225-3p, miR-4783-3p is hsa-miR-4783-3p, miR-4448 is hsa-miR-4448, and miR-4534 is hsa-miR-4534.

(3) The kit according to (1) or (2), wherein the nucleic acid is a polynucleotide selected from the group consisting of the following polynucleotides (a) to (e):

(a) a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 1 to 125, 127 to 130, 132 to 134, and 561 to 578 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides, (b) a polynucleotide comprising a nucleotide sequence represented by any of SEQ ID NOs: 1 to 125, 127 to 130, 132 to 134, and 561 to 578, (c) a polynucleotide consisting of a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 1 to 125, 127 to 130, 132 to 134, and 561 to 578 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides, (d) a polynucleotide comprising a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 1 to 125, 127 to 130, 132 to 134, and 561 to 578 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, and (e) a polynucleotide hybridizing under stringent conditions to any of the polynucleotides (a) to (d).

(4) The kit according to any of (1) to (3), wherein the kit further comprises a nucleic acid capable of specifically binding to at least one or more polynucleotide(s) selected from the group consisting of other lung cancer markers miR-19b-3p, miR-1228-5p, and miR-1307-3p.

(5) The kit according to (4), wherein miR-19b-3p is hsa-miR-19b-3p, miR-1228-5p is hsa-miR-1228-5p, and miR-1307-3p is hsa-miR-1307-3p.

(6) The kit according to (4) or (5), wherein the nucleic acid is a polynucleotide selected from the group consisting of the following polynucleotides (f) to (j):

(f) a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 126, 131, and 579 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides, (g) a polynucleotide comprising a nucleotide sequence represented by any of SEQ ID NOs: 126, 131, and 579, (h) a polynucleotide consisting of a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 126, 131, and 579 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides, (i) a polynucleotide comprising a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 126, 131, and 579 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, and (j) a polynucleotide hybridizing under stringent conditions to any of the polynucleotides (f) to (i).

(7) The kit according to any of (1) to (6), wherein the kit further comprises a nucleic acid capable of specifically binding to at least one or more polynucleotide(s) selected from the group consisting of other lung cancer markers miR-4271, miR-642b-3p, miR-6075, miR-6125, miR-887-3p, miR-6851-5p, miR-6763-5p, miR-3928-3p, miR-4443, miR-3648, miR-149-3p, miR-4689, miR-4763-3p, miR-6729-5p, miR-3196, miR-8069, miR-1268a, miR-4739, miR-1268b, miR-5698, miR-6752-5p, miR-4507, miR-564, miR-4497, miR-6877-5p, miR-6087, miR-4731-5p, miR-615-5p, miR-760, miR-6891-5p, miR-6887-5p, miR-4525, miR-1914-3p, miR-619-5p, miR-5001-5p, miR-6722-3p, miR-3621, miR-4298, miR-675-5p and miR-4655-5p.

(8) The kit according to (7), wherein miR-4271 is hsa-miR-4271, miR-642b-3p is hsa-miR-642b-3p, miR-6075 is hsa-miR-6075, miR-6125 is hsa-miR-6125, miR-887-3p is hsa-miR-887-3p, miR-6851-5p is hsa-miR-6851-5p, miR-6763-5p is hsa-miR-6763-5p, miR-3928-3p is hsa-miR-3928-3p, miR-4443 is hsa-miR-4443, miR-3648 is hsa-miR-3648, miR-149-3p is hsa-miR-149-3p, miR-4689 is hsa-miR-4689, miR-4763-3p is hsa-miR-4763-3p, miR-6729-5p is hsa-miR-6729-5p, miR-3196 is hsa-miR-3196, miR-8069 is hsa-miR-8069, miR-1268a is hsa-miR-1268a, miR-4739 is hsa-miR-4739, miR-1268b is hsa-miR-1268b, miR-5698 is hsa-miR-5698, miR-6752-5p is hsa-miR-6752-5p, miR-4507 is hsa-miR-4507, miR-564 is hsa-miR-564, miR-4497 is hsa-miR-4497, miR-6877-5p is hsa-miR-6877-5p, miR-6087 is hsa-miR-6087, miR-4731-5p is hsa-miR-4731-5p, miR-615-5p is hsa-miR-615-5p, miR-760 is hsa-miR-760, miR-6891-5p is hsa-miR-6891-5p, miR-6887-5p is hsa-miR-6887-5p, miR-4525 is hsa-miR-4525, miR-1914-3p is hsa-miR-1914-3p, miR-619-5p is hsa-miR-619-5p, miR-5001-5p is hsa-miR-5001-5p, miR-6722-3p is hsa-miR-6722-3p, miR-3621 is hsa-miR-3621, miR-4298 is hsa-miR-4298, miR-675-5p is hsa-miR-675-5p, and miR-4655-5p is hsa-miR-4655-5p.

(9) The kit according to (7) or (8), wherein the nucleic acid is a polynucleotide selected from the group consisting of the following polynucleotides (k) to (o):

(k) a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 135 to 174 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides, (l) a polynucleotide comprising a nucleotide sequence represented by any of SEQ ID NOs: 135 to 174, (m) a polynucleotide consisting of a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 135 to 174 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides, (n) a polynucleotide comprising a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 135 to 174 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, and (o) a polynucleotide hybridizing under stringent conditions to any of the polynucleotides (k) to (n).

(10) The kit according to any one of (1) to (9), wherein the kit comprises at least two or more nucleic acids capable of specifically binding to at least two or more polynucleotides, respectively, selected from the group consisting of all of the lung cancer markers according to (1) or (2).

(11) A device for the detection of lung cancer, comprising a nucleic acid capable of specifically binding to at least one or more polynucleotide(s) selected from the group consisting of lung cancer markers miR-6768-5p, miR-6836-3p, miR-6782-5p, miR-3663-3p, miR-1908-3p, miR-6726-5p, miR-4258, miR-1343-3p, miR-4516, miR-6875-5p, miR-4651, miR-6825-5p, miR-6840-3p, miR-6780b-5p, miR-6749-5p, miR-8063, miR-6784-5p, miR-3679-5p, miR-3184-5p, miR-663b, miR-6880-5p, miR-1908-5p, miR-92a-2-5p, miR-7975, miR-7110-5p, miR-6842-5p, miR-6857-5p, miR-5572, miR-3197, miR-6131, miR-6889-5p, miR-4454, miR-1199-5p, miR-1247-3p, miR-6800-5p, miR-6872-3p, miR-4649-5p, miR-6791-5p, miR-4433b-3p, miR-3135b, miR-128-2-5p, miR-4675, miR-4472, miR-6785-5p, miR-6741-5p, miR-7977, miR-3665, miR-128-1-5p, miR-4286, miR-6765-3p, miR-4632-5p, miR-365a-5p, miR-6088, miR-6816-5p, miR-6885-5p, miR-711, miR-6765-5p, miR-3180, miR-4442, miR-4792, miR-6721-5p, miR-6798-5p, miR-3162-5p, miR-6126, miR-4758-5p, miR-2392, miR-486-3p, miR-6727-5p, miR-4728-5p, miR-6746-5p, miR-4270, miR-3940-5p, miR-4725-3p, miR-7108-5p, miR-3656, miR-6879-5p, miR-6738-5p, miR-1260a, miR-4446-3p, miR-3131, miR-4463, miR-3185, miR-6870-5p, miR-6779-5p, miR-1273g-3p, miR-8059, miR-4697-5p, miR-4674, miR-4433-3p, miR-4257, miR-1915-5p, miR-4417, miR-1343-5p, miR-6781-5p, miR-4695-5p, miR-1237-5p, miR-6775-5p, miR-7845-5p, miR-4746-3p, miR-7641, miR-7847-3p, miR-6806-5p, miR-4467, miR-4726-5p, miR-4648, miR-6089, miR-1260b, miR-4532, miR-5195-3p, miR-3188, miR-6848-5p, miR-1233-5p, miR-6717-5p, miR-3195, miR-6757-5p, miR-8072, miR-4745-5p, miR-6511a-5p, miR-6776-5p, miR-371a-5p, miR-1227-5p, miR-7150, miR-1915-3p, miR-187-5p, miR-614, miR-1225-5p, miR-451a, miR-939-5p, miR-223-3p, miR-125a-3p, miR-92b-5p, miR-22-3p, miR-6073, miR-6845-5p, miR-6769b-5p, miR-4665-3p, miR-1913, miR-1228-3p, miR-940, miR-296-3p, miR-4690-5p, miR-548q, miR-663a, miR-1249, miR-1202, miR-7113-3p, miR-1225-3p, miR-4783-3p, miR-4448 and miR-4534.

(12) The device according to (11), wherein miR-6768-5p is hsa-miR-6768-5p, miR-6836-3p is hsa-miR-6836-3p, miR-6782-5p is hsa-miR-6782-5p, miR-3663-3p is hsa-miR-3663-3p, miR-1908-3p is hsa-miR-1908-3p, miR-6726-5p is hsa-miR-6726-5p, miR-4258 is hsa-miR-4258, miR-1343-3p is hsa-miR-1343-3p, miR-4516 is hsa-miR-4516, miR-6875-5p is hsa-miR-6875-5p, miR-4651 is hsa-miR-4651, miR-6825-5p is hsa-miR-6825-5p, miR-6840-3p is hsa-miR-6840-3p, miR-6780b-5p is hsa-miR-6780b-5p, miR-6749-5p is hsa-miR-6749-5p, miR-8063 is hsa-miR-8063, miR-6784-5p is hsa-miR-6784-5p, miR-3679-5p is hsa-miR-3679-5p, miR-3184-5p is hsa-miR-3184-5p, miR-663b is hsa-miR-663b, miR-6880-5p is hsa-miR-6880-5p, miR-1908-5p is hsa-miR-1908-5p, miR-92a-2-5p is hsa-miR-92a-2-5p, miR-7975 is hsa-miR-7975, miR-7110-5p is hsa-miR-7110-5p, miR-6842-5p is hsa-miR-6842-5p, miR-6857-5p is hsa-miR-6857-5p, miR-5572 is hsa-miR-5572, miR-3197 is hsa-miR-3197, miR-6131 is hsa-miR-6131, miR-6889-5p is hsa-miR-6889-5p, miR-4454 is hsa-miR-4454, miR-1199-5p is hsa-miR-1199-5p, miR-1247-3p is hsa-miR-1247-3p, miR-6800-5p is hsa-miR-6800-5p, miR-6872-3p is hsa-miR-6872-3p, miR-4649-5p is hsa-miR-4649-5p, miR-6791-5p is hsa-miR-6791-5p, miR-4433b-3p is hsa-miR-4433b-3p, miR-3135b is hsa-miR-3135b, miR-128-2-5p is hsa-miR-128-2-5p, miR-4675 is hsa-miR-4675, miR-4472 is hsa-miR-4472, miR-6785-5p is hsa-miR-6785-5p, miR-6741-5p is hsa-miR-6741-5p, miR-7977 is hsa-miR-7977, miR-3665 is hsa-miR-3665, miR-128-1-5p is hsa-miR-128-1-5p, miR-4286 is hsa-miR-4286, miR-6765-3p is hsa-miR-6765-3p, miR-4632-5p is hsa-miR-4632-5p, miR-365a-5p is hsa-miR-365a-5p, miR-6088 is hsa-miR-6088, miR-6816-5p is hsa-miR-6816-5p, miR-6885-5p is hsa-miR-6885-5p, miR-711 is hsa-miR-711, miR-6765-5p is hsa-miR-6765-5p, miR-3180 is hsa-miR-3180, miR-4442 is hsa-miR-4442, miR-4792 is hsa-miR-4792, miR-6721-5p is hsa-miR-6721-5p, miR-6798-5p is hsa-miR-6798-5p, miR-3162-5p is hsa-miR-3162-5p, miR-6126 is hsa-miR-6126, miR-4758-5p is hsa-miR-4758-5p, miR-2392 is hsa-miR-2392, miR-486-3p is hsa-miR-486-3p, miR-6727-5p is hsa-miR-6727-5p, miR-4728-5p is hsa-miR-4728-5p, miR-6746-5p is hsa-miR-6746-5p, miR-4270 is hsa-miR-4270, miR-3940-5p is hsa-miR-3940-5p, miR-4725-3p is hsa-miR-4725-3p, miR-7108-5p is hsa-miR-7108-5p, miR-3656 is hsa-miR-3656, miR-6879-5p is hsa-miR-6879-5p, miR-6738-5p is hsa-miR-6738-5p, miR-1260a is hsa-miR-1260a, miR-4446-3p is hsa-miR-4446-3p, miR-3131 is hsa-miR-3131, miR-4463 is hsa-miR-4463, miR-3185 is hsa-miR-3185, miR-6870-5p is hsa-miR-6870-5p, miR-6779-5p is hsa-miR-6779-5p, miR-1273g-3p is hsa-miR-1273g-3p, miR-8059 is hsa-miR-8059, miR-4697-5p is hsa-miR-4697-5p, miR-4674 is hsa-miR-4674, miR-4433-3p is hsa-miR-4433-3p, miR-4257 is hsa-miR-4257, miR-1915-5p is hsa-miR-1915-5p, miR-4417 is hsa-miR-4417, miR-1343-5p is hsa-miR-1343-5p, miR-6781-5p is hsa-miR-6781-5p, miR-4695-5p is hsa-miR-4695-5p, miR-1237-5p is hsa-miR-1237-5p, miR-6775-5p is hsa-miR-6775-5p, miR-7845-5p is hsa-miR-7845-5p, miR-4746-3p is hsa-miR-4746-3p, miR-7641 is hsa-miR-7641, miR-7847-3p is hsa-miR-7847-3p, miR-6806-5p is hsa-miR-6806-5p, miR-4467 is hsa-miR-4467, miR-4726-5p is hsa-miR-4726-5p, miR-4648 is hsa-miR-4648, miR-6089 is hsa-miR-6089, miR-1260b is hsa-miR-1260b, miR-4532 is hsa-miR-4532, miR-5195-3p is hsa-miR-5195-3p, miR-3188 is hsa-miR-3188, miR-6848-5p is hsa-miR-6848-5p, miR-1233-5p is hsa-miR-1233-5p, miR-6717-5p is hsa-miR-6717-5p, miR-3195 is hsa-miR-3195, miR-6757-5p is hsa-miR-6757-5p, miR-8072 is hsa-miR-8072, miR-4745-5p is hsa-miR-4745-5p, miR-6511a-5p is hsa-miR-6511a-5p, miR-6776-5p is hsa-miR-6776-5p, miR-371a-5p is hsa-miR-371a-5p, miR-1227-5p is hsa-miR-1227-5p, miR-7150 is hsa-miR-7150, miR-1915-3p is hsa-miR-1915-3p, miR-187-5p is hsa-miR-187-5p, miR-614 is hsa-miR-614, miR-1225-5p is hsa-miR-1225-5p, miR-451a is hsa-miR-451a, miR-939-5p is hsa-miR-939-5p, miR-223-3p is hsa-miR-223-3p, miR-125a-3p is hsa-miR-125a-3p, miR-92b-5p is hsa-miR-92b-5p, miR-22-3p is hsa-miR-22-3p, miR-6073 is hsa-miR-6073, miR-6845-5p is hsa-miR-6845-5p, miR-6769b-5p is hsa-miR-6769b-5p, miR-4665-3p is hsa-miR-4665-3p, miR-1913 is hsa-miR-1913, miR-1228-3p is hsa-miR-1228-3p, miR-940 is hsa-miR-940, miR-296-3p is hsa-miR-296-3p, miR-4690-5p is hsa-miR-4690-5p, miR-548q is hsa-miR-548q, miR-663a is hsa-miR-663a, miR-1249 is hsa-miR-1249, miR-1202 is hsa-miR-1202, miR-7113-3p is hsa-miR-7113-3p, miR-1225-3p is hsa-miR-1225-3p, miR-4783-3p is hsa-miR-4783-3p, miR-4448 is hsa-miR-4448, and miR-4534 is hsa-miR-4534.

(13) The device according to (11) or (12), wherein the nucleic acid is a polynucleotide selected from the group consisting of the following polynucleotides (a) to (e):

(a) a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 1 to 125, 127 to 130, 132 to 134, and 561 to 578 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides, (b) a polynucleotide comprising a nucleotide sequence represented by any of SEQ ID NOs: 1 to 125, 127 to 130, 132 to 134, and 561 to 578, (c) a polynucleotide consisting of a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 1 to 125, 127 to 130, 132 to 134, and 561 to 578 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides, (d) a polynucleotide comprising a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 1 to 125, 127 to 130, 132 to 134, and 561 to 578 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, and (e) a polynucleotide hybridizing under stringent conditions to any of the polynucleotides (a) to (d).

(14) The device according to any of (11) to (13), wherein the device further comprises a nucleic acid capable of specifically binding to at least one or more polynucleotide(s) selected from the group consisting of other lung cancer markers miR-19b-3p, miR-1228-5p, and miR-1307-3p.

(15) The device according to (14), wherein miR-19b-3p is hsa-miR-19b-3p, miR-1228-5p is hsa-miR-1228-5p, and miR-1307-3p is hsa-miR-1307-3p.

(16) The device according to (14) or (15), wherein the nucleic acid is a polynucleotide selected from the group consisting of the following polynucleotides (f) to (j):

(f) a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 126, 131, and 579 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides, (g) a polynucleotide comprising a nucleotide sequence represented by any of SEQ ID NOs: 126, 131, and 579, (h) a polynucleotide consisting of a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 126, 131, and 579 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides, (i) a polynucleotide comprising a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 126, 131, and 579 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, and (j) a polynucleotide hybridizing under stringent conditions to any of the polynucleotides (f) to (i).

(17) The device according to any of (11) to (16), wherein the device further comprises a nucleic acid capable of specifically binding to at least one or more polynucleotide(s) selected from the group consisting of other lung cancer markers miR-4271, miR-642b-3p, miR-6075, miR-6125, miR-887-3p, miR-6851-5p, miR-6763-5p, miR-3928-3p, miR-4443, miR-3648, miR-149-3p, miR-4689, miR-4763-3p, miR-6729-5p, miR-3196, miR-8069, miR-1268a, miR-4739, miR-1268b, miR-5698, miR-6752-5p, miR-4507, miR-564, miR-4497, miR-6877-5p, miR-6087, miR-4731-5p, miR-615-5p, miR-760, miR-6891-5p, miR-6887-5p, miR-4525, miR-1914-3p, miR-619-5p, miR-5001-5p, miR-6722-3p, miR-3621, miR-4298, miR-675-5p and miR-4655-5p.

(18) The device according to (17), wherein miR-4271 is hsa-miR-4271, miR-642b-3p is hsa-miR-642b-3p, miR-6075 is hsa-miR-6075, miR-6125 is hsa-miR-6125, miR-887-3p is hsa-miR-887-3p, miR-6851-5p is hsa-miR-6851-5p, miR-6763-5p is hsa-miR-6763-5p, miR-3928-3p is hsa-miR-3928-3p, miR-4443 is hsa-miR-4443, miR-3648 is hsa-miR-3648, miR-149-3p is hsa-miR-149-3p, miR-4689 is hsa-miR-4689, miR-4763-3p is hsa-miR-4763-3p, miR-6729-5p is hsa-miR-6729-5p, miR-3196 is hsa-miR-3196, miR-8069 is hsa-miR-8069, miR-1268a is hsa-miR-1268a, miR-4739 is hsa-miR-4739, miR-1268b is hsa-miR-1268b, miR-5698 is hsa-miR-5698, miR-6752-5p is hsa-miR-6752-5p, miR-4507 is hsa-miR-4507, miR-564 is hsa-miR-564, miR-4497 is hsa-miR-4497, miR-6877-5p is hsa-miR-6877-5p, miR-6087 is hsa-miR-6087, miR-4731-5p is hsa-miR-4731-5p, miR-615-5p is hsa-miR-615-5p, miR-760 is hsa-miR-760, miR-6891-5p is hsa-miR-6891-5p, miR-6887-5p is hsa-miR-6887-5p, miR-4525 is hsa-miR-4525, miR-1914-3p is hsa-miR-1914-3p, miR-619-5p is hsa-miR-619-5p, miR-5001-5p is hsa-miR-5001-5p, miR-6722-3p is hsa-miR-6722-3p, miR-3621 is hsa-miR-3621, miR-4298 is hsa-miR-4298, miR-675-5p is hsa-miR-675-5p, and miR-4655-5p is hsa-miR-4655-5p.

(19) The device according to (17) or (18), wherein the nucleic acid is a polynucleotide selected from the group consisting of the following polynucleotides (k) to (o):

(k) a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 135 to 174 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides, (l) a polynucleotide comprising a nucleotide sequence represented by any of SEQ ID NOs: 135 to 174, (m) a polynucleotide consisting of a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 135 to 174 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides, (n) a polynucleotide comprising a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 135 to 174 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, and (o) a polynucleotide hybridizing under stringent conditions to any of the polynucleotides (k) to (n).

(20) The device according to any one of (11) to (19), wherein the device is a device for measurement by a hybridization technique.

(21) The device according to (20), wherein the hybridization technique is a nucleic acid array technique.

(22) The device according to any one of (11) to (21), wherein the device comprises at least two or more nucleic acids capable of specifically binding to at least two or more polynucleotides, respectively, selected from all of the lung cancer markers according to (11) or (12).

(23) A method for detecting lung cancer, comprising measuring an expression level of a target nucleic acid in a sample from a subject using a kit according to any one of (1) to (10) or a device according to any one of (11) to (22), and evaluating in vitro whether or not the subject has lung cancer using both of the measured expression level and a control expression level in a sample from a healthy subject measured in the same way.

(24) The method according to (23), wherein the subject is a human.

(25) The method according to (23) or (24), wherein the sample is blood, serum, or plasma.

<Definition Of Terms>

The terms used herein are defined as follows.

Abbreviations or terms such as nucleotide, polynucleotide, DNA, and RNA abide by “Guidelines for the preparation of specification which contain nucleotide and/or amino acid sequences” (edited by Japan Patent Office) and common use in the art.

The term “polynucleotide” used herein is used for a nucleic acid including any of RNA, DNA, and RNA/DNA (chimera). The DNA includes any of cDNA, genomic DNA, and synthetic DNA. The RNA includes any of total RNA, mRNA, rRNA, miRNA, siRNA, snoRNA, snRNA, non-coding RNA and synthetic RNA. Here the “synthetic DNA” and the “synthetic RNA” refer to DNA and RNA artificially prepared using, for example, an automatic nucleic acid synthesizer, on the basis of predetermined nucleotide sequences (which may be any of natural and non-natural sequences). The “non-natural sequence” is intended to be used in a broad sense and includes, for example, a sequence comprising substitution, deletion, insertion, and/or addition of one or more nucleotide(s) (i.e., a variant sequence) and a sequence comprising one or more modified nucleotide(s) (i.e., a modified sequence), which are different from the natural sequence. Herein, the term “polynucleotide” is used interchangeably with the term “nucleic acid”.

The term “fragment” used herein is a polynucleotide having a nucleotide sequence that consists of a consecutive portion of a polynucleotide and desirably has a length of 15 or more nucleotides, preferably 17 or more nucleotides, more preferably 19 or more nucleotides.

The term “gene” used herein is intended to include not only RNA and double-stranded DNA but each single-stranded DNA such as a plus strand (or a sense strand) or a complementary strand (or an antisense strand) constituting the duplex. The gene is not particularly limited by its length.

Thus, the “gene” used herein includes any of double-stranded DNA including human genomic DNA, single-stranded DNA (plus strand) single-stranded DNA having a sequence complementary to the plus strand (complementary strand)including cDNA, microRNA (miRNA), and their fragments, and transcripts, unless otherwise specified. The “gene” includes not only a “gene” represented by a particular nucleotide sequence (or SEQ ID NO) but “nucleic acids” encoding RNAs having biological functions equivalent to an RNA encoded by the gene, for example, a congener (i.e., a homolog or an ortholog), a variant (e.g., a genetic polymorph), and a derivative. Specific examples of such a “nucleic acid” encoding a congener, a variant, or a derivative can include a “nucleic acid” having a nucleotide sequence hybridizing under stringent conditions described later to a complementary sequence of a nucleotide sequence represented by any of SEQ ID NOs: 1 to 618, or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t. The “gene” is not particularly limited by its functional region and can contain, for example, an expression regulatory region, a coding region, an exon, or an intron. The “gene” may be contained in a cell or may exist alone after being released into the outside of a cell. Alternatively, the “gene” may be in a state enclosed in a vesicle called exosome.

The term “exosome” used herein is a vesicle that is encapsulated by a lipid bilayer and secreted from a cell. The exosome is derived from a multivesicular endosome and may incorporate biomaterials such as a “gene” (e.g., RNA or DNA) or a protein when released into an extracellular environment. The exosome is known to be contained in a body fluid such as blood, serum, plasma, or lymph.

The term “transcript” used herein refers to an RNA synthesized with the DNA sequence of a gene as a template. RNA polymerase binds to a site called a promoter located upstream of the gene and adds ribonucleotides complementary to the nucleotide sequence of the DNA to the 3′ end to synthesize RNA. This RNA contains not only the gene itself but also the whole sequence from a transcription initiation site to the end of a polyA sequence, including an expression regulatory region, a coding region, an exon, or an intron.

The term “microRNA (miRNA)” used herein is intended to mean a 15- to 25-nucleotide non-coding RNA that is involved in the suppression of translation of mRNA, and that transcribed as an RNA precursor having a hairpin-like structure, cleaved by a dsRNA-cleaving enzyme which has RNase III cleavage activity, and integrated into a protein complex called RISC, unless otherwise specified. The term “miRNA” used herein includes not only a “miRNA” represented by a particular nucleotide sequence (or SEQ ID NO) but a precursor of the “miRNA” (pre-miRNA or pri-miRNA), and miRNAs having biological functions equivalent thereto, for example, a congener (i.e., a homolog or an ortholog), a variant (e.g., a genetic polymorph), and a derivative. Such a precursor, a congener, a variant, or a derivative can be specifically identified using miRBase Release 20 (http://www.mirbase.org/), and examples thereof can include a “miRNA” having a nucleotide sequence hybridizing under stringent conditions described later to a complementary sequence of any particular nucleotide sequence represented by any of SEQ ID NOs: 1 to 618. The term “miRNA” used herein may be a gene product of a miR gene. Such a gene product includes a mature miRNA (e.g., a 15- to 25-nucleotide or 19- to 25-nucleotide non-coding RNA involved in the suppression of translation of mRNA as described above) or a miRNA precursor (e.g., pre-miRNA or pri-miRNA as described above).

The term “probe” used herein includes a polynucleotide that is used for specifically detecting RNA resulting from the expression of a gene or a polynucleotide derived from the RNA, and/or a polynucleotide complementary thereto.

The term “primer” used herein includes a polynucleotide that specifically recognizes and amplifies RNA resulting from the expression of a gene or a polynucleotide derived from the RNA, and/or a polynucleotide complementary thereto.

In this context, the complementary polynucleotide (complementary strand or reverse strand) means a polynucleotide in a complementary base relationship of A:T (U) and G:C base pairs with the full-length sequence of a polynucleotide consisting of a nucleotide sequence defined by any of SEQ ID NOs: 1 to 618 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, or a partial sequence thereof (here, this full-length or partial sequence is referred to as a plus strand for the sake of convenience). However, such a complementary strand is not limited to a sequence completely complementary to the nucleotide sequence of the target plus strand and may have a complementary relationship to an extent that permits hybridization under stringent conditions to the target plus strand.

The term “stringent conditions” used herein refers to conditions under which a nucleic acid probe hybridizes to its target sequence to a larger extent (e.g., a measurement value equal to or larger than a mean of background measurement values+a standard deviation of the background measurement values×2) than that for other sequences. The stringent conditions are dependent on a sequence and differ depending on an environment where hybridization is performed. A target sequence that is 100% complementary to the nucleic acid probe can be identified by controlling the stringency of hybridization and/or washing conditions. Specific examples of the “stringent conditions” will be mentioned later.

The term “Tm value” used herein means a temperature at which the double-stranded moiety of a polynucleotide is denatured into single strands so that the double strands and the single strands exist at a ratio of 1:1.

The term “variant” used herein means, in the case of a nucleic acid, a natural variant attributed to polymorphism, mutation, or the like; a variant containing the deletion, substitution, addition, or insertion of 1, 2, or 3 or more nucleotides in a nucleotide sequence represented by any of SEQ ID NOs: 1 to 618 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, or a partial sequence thereof; a variant containing the deletion, substitution, addition, or insertion of 1 or 2 or more nucleotides in a nucleotide sequence of a premature miRNA of a sequence represented by any of SEQ ID NOs: 1 to 618 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, or a partial sequence thereof; a variant that exhibits identity of approximately 90% or higher, approximately 95% or higher, approximately 97% or higher, approximately 98% or higher, approximately 99% or higher to each of these nucleotide sequences or the partial sequence thereof; or a nucleic acid hybridizing under the stringent conditions defined above to a polynucleotide or an oligonucleotide comprising each of these nucleotide sequences or the partial sequence thereof.

The term “several” used herein means an integer of approximately 10, 9, 8, 7, 6, 5, 4, 3, or 2.

The variant used herein can be prepared by use of a well-known technique such as site-directed mutagenesis or PCR-based mutagenesis.

The term “identity” used herein can be determined with or without an introduced gap, using a protein or gene search system based on BLAST or FASTA described above (Zheng Zhang et al., 2000, J. Comput. Biol., Vol. 7, p. 203-214; Altschul, S. F. et al., 1990, Journal of Molecular Biology, Vol. 215, p. 403-410; and Pearson, W. R. et al., 1988, Proc. Natl. Acad. Sci. U.S.A, Vol. 85, p. 2444-2448).

The term “derivative” used herein is meant to include a modified nucleic acid, for example, a derivative labeled with a fluorophore or the like, a derivative containing a modified nucleotide (e.g., a nucleotide containing a group such as halogen, alkyl such as methyl, alkoxy such as methoxy, thio, or carboxymethyl, and a nucleotide that has undergone base rearrangement, double bond saturation, deamination, replacement of an oxygen molecule with a sulfur atom, etc.), PNA (peptide nucleic acid; Nielsen, P. E. et al., 1991, Science, Vol. 254, p. 1497-500), and LNA (locked nucleic acid; Obika, S. et al., 1998, Tetrahedron Lett., Vol. 39, p. 5401-5404) without any limitation.

As used herein, the “nucleic acid” capable of specifically binding to a polynucleotide selected from the lung cancer marker miRNAs described above is a synthesized or prepared nucleic acid and specifically includes a “nucleic acid probe” or a “primer”. The “nucleic acid” is utilized directly or indirectly for detecting the presence or absence of lung cancer in a subject, for diagnosing the presence or absence of lung cancer, the severity of lung cancer, the presence or absence of amelioration or the degree of amelioration of lung cancer, or the sensitivity of lung cancer for treatment, or for screening for a candidate substance useful in the prevention, amelioration, or treatment of lung cancer. The “nucleic acid” includes a nucleotide, an oligonucleotide, and a polynucleotide capable of specifically recognizing and binding to a transcript represented by any of SEQ ID NOs: 1 to 618 or a synthetic cDNA nucleic acid thereof in vivo, particularly, in a sample such as a body fluid (e.g., blood or urine), in relation to the development of lung cancer. The nucleotide, the oligonucleotide, and the polynucleotide can be effectively used as probes for detecting the aforementioned gene expressed in vivo, in tissues, in cells, or the like on the basis of the properties described above, or as primers for amplifying the aforementioned gene expressed in vivo.

The term “detection” used herein is interchangeable with the term “examination”, “measurement”, “detection”, or “decision support”. As used herein, the term “evaluation” is meant to include diagnosing or evaluation-supporting on the basis of examination results or measurement results.

The term “subject” used herein means a mammal such as a primate including a human and a chimpanzee, a pet animal including a dog and a cat, a livestock animal including cattle, a horse, sheep, and a goat, and a rodent including a mouse and a rat. The term “healthy subject” also means such a mammal without the cancer to be detected.

The term “P” or “P value” used herein refers to a probability at which a more extreme statistic than that actually calculated from data under null hypothesis is observed in a statistical test. Thus, smaller “P” or “P value” means more significant difference between subjects to be compared.

The term “sensitivity” used herein means a value of (the number of true positives)/(the number of true positives+the number of false negatives). High sensitivity allows lung cancer to be detected early, leading to the complete resection of cancer sites and reduction in the rate of recurrence.

The term “specificity” used herein means a value of (the number of true negatives)/(the number of true negatives+the number of false positives). High specificity prevents needless extra examination for healthy subjects misjudged as being lung cancer patients, leading to reduction in burden on patients and reduction in medical expense.

The term “accuracy” used herein means a value of (the number of true positives+the number of true negatives)/(the total number of cases). The accuracy indicates the ratio of samples that correctly identified in the discriminant results to all samples, and serves as a primary index for evaluating detection performance.

As used herein, the “sample” that is subject to determination, detection, or diagnosis refers to a tissue and a biological material in which the expression of the gene of the present invention varies as lung cancer develops, lung cancer progresses, and therapeutic effects on lung cancer are exerted. Specifically, the “sample” refers to a lung tissue, a peripulmonary vascular channel, lymph node, and organ, an organ suspected of having metastasis, the skin, a body fluid such as blood, urine, saliva, sweat, or tissue exudates, serum or plasma prepared from blood, feces, hair, and the like. The “sample” further refers to a biological sample extracted therefrom, specifically, a gene such as RNA or miRNA.

The term “hsa-miR-6768-5p gene” or “hsa-miR-6768-5p” used herein includes the hsa-miR-6768-5p gene (miRBase Accession No. MIMAT0027436) described in SEQ ID NO: 1, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6768-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6768” (miRBase Accession No. MI0022613, SEQ ID NO: 175) having a hairpin-like structure is known as a precursor of “hsa-miR-6768-5p”.

The term “hsa-miR-6836-3p gene” or “hsa-miR-6836-3p” used herein includes the hsa-miR-6836-3p gene (miRBase Accession No. MIMAT0027575) described in SEQ ID NO: 2, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6836-3p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6836” (miRBase Accession No. MI0022682, SEQ ID NO: 176) having a hairpin-like structure is known as a precursor of “hsa-miR-6836-3p”.

The term “hsa-miR-6782-5p gene” or “hsa-miR-6782-5p” used herein includes the hsa-miR-6782-5p gene (miRBase Accession No. MIMAT0027464) described in SEQ ID NO: 3, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6782-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6782” (miRBase Accession No. MI0022627, SEQ ID NO: 177) having a hairpin-like structure is known as a precursor of “hsa-miR-6782-5p”.

The term “hsa-miR-3663-3p gene” or “hsa-miR-3663-3p” used herein includes the hsa-miR-3663-3p gene (miRBase Accession No. MIMAT0018085) described in SEQ ID NO: 4, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-3663-3p gene can be obtained by a method described in Liao J Y et al., 2010, PLoS One, Vol. 5, e10563. Also, “hsa-mir-3663” (miRBase Accession No. MI0016064, SEQ ID NO: 178) having a hairpin-like structure is known as a precursor of “hsa-miR-3663-3p”.

The term “hsa-miR-1908-3p gene” or “hsa-miR-1908-3p” used herein includes the hsa-miR-1908-3p gene (miRBase Accession No. MIMAT0026916) described in SEQ ID NO: 5, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1908-3p gene can be obtained by a method described in Bar M et al., 2008, Stem Cells, Vol. 26, p. 2496-2505. Also, “hsa-mir-1908” (miRBase Accession No. MI0008329, SEQ ID NO: 179) having a hairpin-like structure is known as a precursor of “hsa-miR-1908-3p”.

The term “hsa-miR-6726-5p gene” or “hsa-miR-6726-5p” used herein includes the hsa-miR-6726-5p gene (miRBase Accession No. MIMAT0027353) described in SEQ ID NO: 6, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6726-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6726” (miRBase Accession No. MI0022571, SEQ ID NO: 180) having a hairpin-like structure is known as a precursor of “hsa-miR-6726-5p”.

The term “hsa-miR-4258 gene” or “hsa-miR-4258” used herein includes the hsa-miR-4258 gene (miRBase Accession No. MIMAT0016879) described in SEQ ID NO: 7, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4258 gene can be obtained by a method described in Goff L A et al., 2009, PLoS One, Vol. 4, e7192. Also, “hsa-mir-4258” (miRBase Accession No. MI0015857, SEQ ID NO: 181) having a hairpin-like structure is known as a precursor of “hsa-miR-4258”.

The term “hsa-miR-1343-3p gene” or “hsa-miR-1343-3p” used herein includes the hsa-miR-1343-3p gene (miRBase Accession No. MIMAT0019776) described in SEQ ID NO: 8, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1343-3p gene can be obtained by a method described in Persson H et al., 2011, Cancer Res, Vol. 71, p. 78-86. Also, “hsa-mir-1343” (miRBase Accession No. MI0017320, SEQ ID NO: 182) having a hairpin-like structure is known as a precursor of “hsa-miR-1343-3p”.

The term “hsa-miR-4516 gene” or “hsa-miR-4516” used herein includes the hsa-miR-4516 gene (miRBase Accession No. MIMAT0019053) described in SEQ ID NO: 9, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4516 gene can be obtained by a method described in Jima D D et al., 2010, Blood, Vol. 116, e118-e127. Also, “hsa-mir-4516” (miRBase Accession No. MI0016882, SEQ ID NO: 183) having a hairpin-like structure is known as a precursor of “hsa-miR-4516”.

The term “hsa-miR-6875-5p gene” or “hsa-miR-6875-5p” used herein includes the hsa-miR-6875-5p gene (miRBase Accession No. MIMAT0027650) described in SEQ ID NO: 10, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6875-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6875” (miRBase Accession No. MI0022722, SEQ ID NO: 184) having a hairpin-like structure is known as a precursor of “hsa-miR-6875-5p”.

The term “hsa-miR-4651 gene” or “hsa-miR-4651” used herein includes the hsa-miR-4651 gene (miRBase Accession No. MIMAT0019715) described in SEQ ID NO: 11, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4651 gene can be obtained by a method described in Persson H et al., 2011, Cancer Res, Vol. 71, p. 78-86. Also, “hsa-mir-4651” (miRBase Accession No. MI0017279, SEQ ID NO: 185) having a hairpin-like structure is known as a precursor of “hsa-miR-4651”.

The term “hsa-miR-6825-5p gene” or “hsa-miR-6825-5p” used herein includes the hsa-miR-6825-5p gene (miRBase Accession No. MIMAT0027550) described in SEQ ID NO: 12, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6825-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6825” (miRBase Accession No. MI0022670, SEQ ID NO: 186) having a hairpin-like structure is known as a precursor of “hsa-miR-6825-5p”.

The term “hsa-miR-6840-3p gene” or “hsa-miR-6840-3p” used herein includes the hsa-miR-6840-3p gene (miRBase Accession No. MIMAT0027583) described in SEQ ID NO: 13, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6840-3p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6840” (miRBase Accession No. MI0022686, SEQ ID NO: 187) having a hairpin-like structure is known as a precursor of “hsa-miR-6840-3p”.

The term “hsa-miR-6780b-5p gene” or “hsa-miR-6780b-5p” used herein includes the hsa-miR-6780b-5p gene (miRBase Accession No. MIMAT0027572) described in SEQ ID NO: 14, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6780b-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6780b” (miRBase Accession No. MI0022681, SEQ ID NO: 188) having a hairpin-like structure is known as a precursor of “hsa-miR-6780b-5p”.

The term “hsa-miR-6749-5p gene” or “hsa-miR-6749-5p” used herein includes the hsa-miR-6749-5p gene (miRBase Accession No. MIMAT0027398) described in SEQ ID NO: 15, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6749-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6749” (miRBase Accession No. MI0022594, SEQ ID NO: 189) having a hairpin-like structure is known as a precursor of “hsa-miR-6749-5p”.

The term “hsa-miR-8063 gene” or “hsa-miR-8063” used herein includes the hsa-miR-8063 gene (miRBase Accession No. MIMAT0030990) described in SEQ ID NO: 16, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-8063 gene can be obtained by a method described in Wang H J et al., 2013, Shock, Vol. 39, p. 480-487. Also, “hsa-mir-8063” (miRBase Accession No. MI0025899, SEQ ID NO: 190) having a hairpin-like structure is known as a precursor of “hsa-miR-8063”.

The term “hsa-miR-6784-5p gene” or “hsa-miR-6784-5p” used herein includes the hsa-miR-6784-5p gene (miRBase Accession No. MIMAT0027468) described in SEQ ID NO: 17, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6784-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6784” (miRBase Accession No. MI0022629, SEQ ID NO: 191) having a hairpin-like structure is known as a precursor of “hsa-miR-6784-5p”.

The term “hsa-miR-3679-5p gene” or “hsa-miR-3679-5p” used herein includes the hsa-miR-3679-5p gene (miRBase Accession No. MIMAT0018104) described in SEQ ID NO: 18, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-3679-5p gene can be obtained by a method described in Creighton C J et al., 2010, PLoS One, Vol. 5, e9637. Also, “hsa-mir-3679” (miRBase Accession No. MI0016080, SEQ ID NO: 192) having a hairpin-like structure is known as a precursor of “hsa-miR-3679-5p”.

The term “hsa-miR-3184-5p gene” or “hsa-miR-3184-5p” used herein includes the hsa-miR-3184-5p gene (miRBase Accession No. MIMAT0015064) described in SEQ ID NO: 19, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-3184-5p gene can be obtained by a method described in Stark M S et al., 2010, PLoS One, Vol. 5, e9685. Also, “hsa-mir-3184” (miRBase Accession No. MI0014226, SEQ ID NO: 193) having a hairpin-like structure is known as a precursor of “hsa-miR-3184-5p”.

The term “hsa-miR-663b gene” or “hsa-miR-663b” used herein includes the hsa-miR-663b gene (miRBase Accession No. MIMAT0005867) described in SEQ ID NO: 20, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-663b gene can be obtained by a method described in Takada S et al., 2008, Leukemia, Vol. 22, p. 1274-1278. Also, “hsa-mir-663b” (miRBase Accession No. MI0006336, SEQ ID NO: 194) having a hairpin-like structure is known as a precursor of “hsa-miR-663b”.

The term “hsa-miR-6880-5p gene” or “hsa-miR-6880-5p” used herein includes the hsa-miR-6880-5p gene (miRBase Accession No. MIMAT0027660) described in SEQ ID NO: 21, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6880-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6880” (miRBase Accession No. MI0022727, SEQ ID NO: 195) having a hairpin-like structure is known as a precursor of “hsa-miR-6880-5p”.

The term “hsa-miR-1908-5p gene” or “hsa-miR-1908-5p” used herein includes the hsa-miR-1908-5p gene (miRBase Accession No. MIMAT0007881) described in SEQ ID NO: 22, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1908-5p gene can be obtained by a method described in Bar M et al., 2008, Stem Cells, Vol. 26, p. 2496-2505. Also, “hsa-mir-1908” (miRBase Accession No. MI0008329, SEQ ID NO: 179) having a hairpin-like structure is known as a precursor of “hsa-miR-1908-5p”.

The term “hsa-miR-92a-2-5p gene” or “hsa-miR-92a-2-5p” used herein includes the hsa-miR-92a-2-5p gene (miRBase Accession No. MIMAT0004508) described in SEQ ID NO: 23, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-92a-2-5p gene can be obtained by a method described in Mourelatos Z et al., 2002, Genes Dev, Vol. 16, p. 720-728. Also, “hsa-mir-92a-2” (miRBase Accession No. MI0000094, SEQ ID NO: 196) having a hairpin-like structure is known as a precursor of “hsa-miR-92a-2-5p”.

The term “hsa-miR-7975 gene” or “hsa-miR-7975” used herein includes the hsa-miR-7975 gene (miRBase Accession No. MIMAT0031178) described in SEQ ID NO: 24, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-7975 gene can be obtained by a method described in Velthut-Meikas A et al., 2013, Mol Endocrinol, online. Also, “hsa-mir-7975” (miRBase Accession No. M10025751, SEQ ID NO: 197) having a hairpin-like structure is known as a precursor of “hsa-miR-7975”.

The term “hsa-miR-7110-5p gene” or “hsa-miR-7110-5p” used herein includes the hsa-miR-7110-5p gene (miRBase Accession No. MIMAT0028117) described in SEQ ID NO: 25, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-7110-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-7110” (miRBase Accession No. MI0022961, SEQ ID NO: 198) having a hairpin-like structure is known as a precursor of “hsa-miR-7110-5p”.

The term “hsa-miR-6842-5p gene” or “hsa-miR-6842-5p” used herein includes the hsa-miR-6842-5p gene (miRBase Accession No. MIMAT0027586) described in SEQ ID NO: 26, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6842-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6842” (miRBase Accession No. MI0022688, SEQ ID NO: 199) having a hairpin-like structure is known as a precursor of “hsa-miR-6842-5p”.

The term “hsa-miR-6857-5p gene” or “hsa-miR-6857-5p” used herein includes the hsa-miR-6857-5p gene (miRBase Accession No. MIMAT0027614) described in SEQ ID NO: 27, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6857-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6857” (miRBase Accession No. MI0022703, SEQ ID NO: 200) having a hairpin-like structure is known as a precursor of “hsa-miR-6857-5p”.

The term “hsa-miR-5572 gene” or “hsa-miR-5572” used herein includes the hsa-miR-5572 gene (miRBase Accession No. MIMAT0022260) described in SEQ ID NO: 28, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-5572 gene can be obtained by a method described in Tandon M et al., 2012, Oral Dis, Vol. 18, p. 127-131. Also, “hsa-mir-5572” (miRBase Accession No. MI0019117, SEQ ID NO: 201) having a hairpin-like structure is known as a precursor of “hsa-miR-5572”.

The term “hsa-miR-3197 gene” or “hsa-miR-3197” used herein includes the hsa-miR-3197 gene (miRBase Accession No. MIMAT0015082) described in SEQ ID NO: 29, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-3197 gene can be obtained by a method described in Stark M S et al., 2010, PLoS One, Vol. 5, e9685. Also, “hsa-mir-3197” (miRBase Accession No. MI0014245, SEQ ID NO: 202) having a hairpin-like structure is known as a precursor of “hsa-miR-3197”.

The term “hsa-miR-6131 gene” or “hsa-miR-6131” used herein includes the hsa-miR-6131 gene (miRBase Accession No. MIMAT0024615) described in SEQ ID NO: 30, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6131 gene can be obtained by a method described in Dannemann M et al., 2012, Genome Biol Evol, Vol. 4, p. 552-564. Also, “hsa-mir-6131” (miRBase Accession No. MI0021276, SEQ ID NO: 203) having a hairpin-like structure is known as a precursor of “hsa-miR-6131”.

The term “hsa-miR-6889-5p gene” or “hsa-miR-6889-5p” used herein includes the hsa-miR-6889-5p gene (miRBase Accession No. MIMAT0027678) described in SEQ ID NO: 31, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6889-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6889” (miRBase Accession No. MI0022736, SEQ ID NO: 204) having a hairpin-like structure is known as a precursor of “hsa-miR-6889-5p”.

The term “hsa-miR-4454 gene” or “hsa-miR-4454” used herein includes the hsa-miR-4454 gene (miRBase Accession No. MIMAT0018976) described in SEQ ID NO: 32, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4454 gene can be obtained by a method described in Jima D D et al., 2010, Blood, Vol. 116, e118-e127. Also, “hsa-mir-4454” (miRBase Accession No. MI0016800, SEQ ID NO: 205) having a hairpin-like structure is known as a precursor of “hsa-miR-4454”.

The term “hsa-miR-1199-5p gene” or “hsa-miR-1199-5p” used herein includes the hsa-miR-1199-5p gene (miRBase Accession No. MIMAT0031119) described in SEQ ID NO: 33, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1199-5p gene can be obtained by a method described in Salvi A et al., 2013, Int J Oncol, Vol. 42, p. 391-402. Also, “hsa-mir-1199” (miRBase Accession No. MI0020340, SEQ ID NO: 206) having a hairpin-like structure is known as a precursor of “hsa-miR-1199-5p”.

The term “hsa-miR-1247-3p gene” or “hsa-miR-1247-3p” used herein includes the hsa-miR-1247-3p gene (miRBase Accession No. MIMAT0022721) described in SEQ ID NO: 34, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1247-3p gene can be obtained by a method described in Morin R D et al., 2008, Genome Res, Vol. 18, p. 610-621. Also, “hsa-mir-1247” (miRBase Accession No. MI0006382, SEQ ID NO: 207) having a hairpin-like structure is known as a precursor of “hsa-miR-1247-3p”.

The term “hsa-miR-6800-5p gene” or “hsa-miR-6800-5p” used herein includes the hsa-miR-6800-5p gene (miRBase Accession No. MIMAT0027500) described in SEQ ID NO: 35, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6800-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6800” (miRBase Accession No. MI0022645, SEQ ID NO: 208) having a hairpin-like structure is known as a precursor of “hsa-miR-6800-5p”.

The term “hsa-miR-6872-3p gene” or “hsa-miR-6872-3p” used herein includes the hsa-miR-6872-3p gene (miRBase Accession No. MIMAT0027645) described in SEQ ID NO: 36, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6872-3p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6872” (miRBase Accession No. MI0022719, SEQ ID NO: 209) having a hairpin-like structure is known as a precursor of “hsa-miR-6872-3p”.

The term “hsa-miR-4649-5p gene” or “hsa-miR-4649-5p” used herein includes the hsa-miR-4649-5p gene (miRBase Accession No. MIMAT0019711) described in SEQ ID NO: 37, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4649-5p gene can be obtained by a method described in Persson H et al., 2011, Cancer Res, Vol. 71, p. 78-86. Also, “hsa-mir-4649” (miRBase Accession No. MI0017276, SEQ ID NO: 210) having a hairpin-like structure is known as a precursor of “hsa-miR-4649-5p”.

The term “hsa-miR-6791-5p gene” or “hsa-miR-6791-5p” used herein includes the hsa-miR-6791-5p gene (miRBase Accession No. MIMAT0027482) described in SEQ ID NO: 38, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6791-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6791” (miRBase Accession No. MI0022636, SEQ ID NO: 211) having a hairpin-like structure is known as a precursor of “hsa-miR-6791-5p”.

The term “hsa-miR-4433b-3p gene” or “hsa-miR-4433b-3p” used herein includes the hsa-miR-4433b-3p gene (miRBase Accession No. MIMAT0030414) described in SEQ ID NO: 39, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4433b-3p gene can be obtained by a method described in Ple H et al., 2012, PLoS One, Vol. 7, e50746. Also, “hsa-mir-4433b” (miRBase Accession No. MI0025511, SEQ ID NO: 212) having a hairpin-like structure is known as a precursor of “hsa-miR-4433b-3p”.

The term “hsa-miR-3135b gene” or “hsa-miR-3135b” used herein includes the hsa-miR-3135b gene (miRBase Accession No. MIMAT0018985) described in SEQ ID NO: 40, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-3135b gene can be obtained by a method described in Jima D D et al., 2010, Blood, Vol. 116, e118-e127. Also, “hsa-mir-3135b” (miRBase Accession No. MI0016809, SEQ ID NO: 213) having a hairpin-like structure is known as a precursor of “hsa-miR-3135b”.

The term “hsa-miR-128-2-5p gene” or “hsa-miR-128-2-5p” used herein includes the hsa-miR-128-2-5p gene (miRBase Accession No. MIMAT0031095) described in SEQ ID NO: 41, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-128-2-5p gene can be obtained by a method described in Lagos-Quintana M et al., 2002, Curr Biol, Vol. 12, p. 735-739. Also, “hsa-mir-128-2” (miRBase Accession No. MI0000727, SEQ ID NO: 214) having a hairpin-like structure is known as a precursor of “hsa-miR-128-2-5p”.

The term “hsa-miR-4675 gene” or “hsa-miR-4675” used herein includes the hsa-miR-4675 gene (miRBase Accession No. MIMAT0019757) described in SEQ ID NO: 42, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4675 gene can be obtained by a method described in Persson H et al., 2011, Cancer Res, Vol. 71, p. 78-86. Also, “hsa-mir-4675” (miRBase Accession No. MI0017306, SEQ ID NO: 215) having a hairpin-like structure is known as a precursor of “hsa-miR-4675”.

The term “hsa-miR-4472 gene” or “hsa-miR-4472” used herein includes the hsa-miR-4472 gene (miRBase Accession No. MIMAT0018999) described in SEQ ID NO: 43, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4472 gene can be obtained by a method described in Jima D D et al., 2010, Blood, Vol. 116, e118-e127. Also, “hsa-mir-4472-1 and hsa-mir-4472-2” (miRBase Accession Nos. MI0016823 and MI0016824, SEQ ID NOs: 216 and 217) having a hairpin-like structure are known as precursors of “hsa-miR-4472”.

The term “hsa-miR-6785-5p gene” or “hsa-miR-6785-5p” used herein includes the hsa-miR-6785-5p gene (miRBase Accession No. MIMAT0027470) described in SEQ ID NO: 44, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6785-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6785” (miRBase Accession No. MI0022630, SEQ ID NO: 218) having a hairpin-like structure is known as a precursor of “hsa-miR-6785-5p”.

The term “hsa-miR-6741-5p gene” or “hsa-miR-6741-5p” used herein includes the hsa-miR-6741-5p gene (miRBase Accession No. MIMAT0027383) described in SEQ ID NO: 45, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6741-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6741” (miRBase Accession No. MI0022586, SEQ ID NO: 219) having a hairpin-like structure is known as a precursor of “hsa-miR-6741-5p”.

The term “hsa-miR-7977 gene” or “hsa-miR-7977” used herein includes the hsa-miR-7977 gene (miRBase Accession No. MIMAT0031180) described in SEQ ID NO: 46, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-7977 gene can be obtained by a method described in Velthut-Meikas A et al., 2013, Mol Endocrinol, online. Also, “hsa-mir-7977” (miRBase Accession No. MI0025753, SEQ ID NO: 220) having a hairpin-like structure is known as a precursor of “hsa-miR-7977”.

The term “hsa-miR-3665 gene” or “hsa-miR-3665” used herein includes the hsa-miR-3665 gene (miRBase Accession No. MIMAT0018087) described in SEQ ID NO: 47, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-3665 gene can be obtained by a method described in Xie X et al., 2005, Nature, Vol. 434, p. 338-345. Also, “hsa-mir-3665” (miRBase Accession No. MI0016066, SEQ ID NO: 221) having a hairpin-like structure is known as a precursor of “hsa-miR-3665”.

The term “hsa-miR-128-1-5p gene” or “hsa-miR-128-1-5p” used herein includes the hsa-miR-128-1-5p gene (miRBase Accession No. MIMAT0026477) described in SEQ ID NO: 48, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-128-1-5p gene can be obtained by a method described in Lagos-Quintana M et al., 2002, Curr Biol, Vol. 12, p. 735-739. Also, “hsa-mir-128-1” (miRBase Accession No. MI0000447, SEQ ID NO: 222) having a hairpin-like structure is known as a precursor of “hsa-miR-128-1-5p”.

The term “hsa-miR-4286 gene” or “hsa-miR-4286” used herein includes the hsa-miR-4286 gene (miRBase Accession No. MIMAT0016916) described in SEQ ID NO: 49, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4286 gene can be obtained by a method described in Goff L A et al., 2009, PLoS One, Vol. 4, e7192. Also, “hsa-mir-4286” (miRBase Accession No. MI0015894, SEQ ID NO: 223) having a hairpin-like structure is known as a precursor of “hsa-miR-4286”.

The term “hsa-miR-6765-3p gene” or “hsa-miR-6765-3p” used herein includes the hsa-miR-6765-3p gene (miRBase Accession No. MIMAT0027431) described in SEQ ID NO: 50, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6765-3p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6765” (miRBase Accession No. MI0022610, SEQ ID NO: 224) having a hairpin-like structure is known as a precursor of “hsa-miR-6765-3p”.

The term “hsa-miR-4632-5p gene” or “hsa-miR-4632-5p” used herein includes the hsa-miR-4632-5p gene (miRBase Accession No. MIMAT0022977) described in SEQ ID NO: 51, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4632-5p gene can be obtained by a method described in Persson H et al., 2011, Cancer Res, Vol. 71, p. 78-86. Also, “hsa-mir-4632” (miRBase Accession No. MI0017259, SEQ ID NO: 225) having a hairpin-like structure is known as a precursor of “hsa-miR-4632-5p”.

The term “hsa-miR-365a-5p gene” or “hsa-miR-365a-5p” used herein includes the hsa-miR-365a-5p gene (miRBase Accession No. MIMAT0009199) described in SEQ ID NO: 52, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-365a-5p gene can be obtained by a method described in Xie X et al., 2005, Nature, Vol. 434, p. 338-345. Also, “hsa-mir-365a” (miRBase Accession No. MI0000767, SEQ ID NO: 226) having a hairpin-like structure is known as a precursor of “hsa-miR-365a-5p”.

The term “hsa-miR-6088 gene” or “hsa-miR-6088” used herein includes the hsa-miR-6088 gene (miRBase Accession No. MIMAT0023713) described in SEQ ID NO: 53, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6088 gene can be obtained by a method described in Yoo J K et al., 2012, Stem Cells Dev, Vol. 21, p. 2049-2057. Also, “hsa-mir-6088” (miRBase Accession No. MI0020365, SEQ ID NO: 227) having a hairpin-like structure is known as a precursor of “hsa-miR-6088”.

The term “hsa-miR-6816-5p gene” or “hsa-miR-6816-5p” used herein includes the hsa-miR-6816-5p gene (miRBase Accession No. MIMAT0027532) described in SEQ ID NO: 54, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6816-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6816” (miRBase Accession No. MI0022661, SEQ ID NO: 228) having a hairpin-like structure is known as a precursor of “hsa-miR-6816-5p”.

The term “hsa-miR-6885-5p gene” or “hsa-miR-6885-5p” used herein includes the hsa-miR-6885-5p gene (miRBase Accession No. MIMAT0027670) described in SEQ ID NO: 55, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6885-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6885” (miRBase Accession No. MI0022732, SEQ ID NO: 229) having a hairpin-like structure is known as a precursor of “hsa-miR-6885-5p”.

The term “hsa-miR-711 gene” or “hsa-miR-711” used herein includes the hsa-miR-711 gene (miRBase Accession No. MIMAT0012734) described in SEQ ID NO: 56, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-711 gene can be obtained by a method described in Artzi S et al., 2008, BMC Bioinformatics, Vol. 9, p. 39. Also, “hsa-mir-711” (miRBase Accession No. MI0012488, SEQ ID NO: 230) having a hairpin-like structure is known as a precursor of “hsa-miR-711”.

The term “hsa-miR-6765-5p gene” or “hsa-miR-6765-5p” used herein includes the hsa-miR-6765-5p gene (miRBase Accession No. MIMAT0027430) described in SEQ ID NO: 57, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6765-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6765” (miRBase Accession No. MI0022610, SEQ ID NO: 224) having a hairpin-like structure is known as a precursor of “hsa-miR-6765-5p”.

The term “hsa-miR-3180 gene” or “hsa-miR-3180” used herein includes the hsa-miR-3180 gene (miRBase Accession No. MIMAT0018178) described in SEQ ID NO: 58, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-3180 gene can be obtained by a method described in Creighton C J et al., 2010, PLoS One, Vol. 5, e9637. Also, “hsa-mir-3180-4 and hsa-mir-3180-5” (miRBase Accession Nos. MI0016408 and MI0016409, SEQ ID NOs: 231 and 232) having a hairpin-like structure are known as precursors of “hsa-miR-3180”.

The term “hsa-miR-4442 gene” or “hsa-miR-4442” used herein includes the hsa-miR-4442 gene (miRBase Accession No. MIMAT0018960) described in SEQ ID NO: 59, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4442 gene can be obtained by a method described in Jima D D et al., 2010, Blood, Vol. 116, e118-e127. Also, “hsa-mir-4442” (miRBase Accession No. MI0016785, SEQ ID NO: 233) having a hairpin-like structure is known as a precursor of “hsa-miR-4442”.

The term “hsa-miR-4792 gene” or “hsa-miR-4792” used herein includes the hsa-miR-4792 gene (miRBase Accession No. MIMAT0019964) described in SEQ ID NO: 60, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4792 gene can be obtained by a method described in Persson H et al., 2011, Cancer Res, Vol. 71, p. 78-86. Also, “hsa-mir-4792” (miRBase Accession No. MI0017439, SEQ ID NO: 234) having a hairpin-like structure is known as a precursor of “hsa-miR-4792”.

The term “hsa-miR-6721-5p gene” or “hsa-miR-6721-5p” used herein includes the hsa-miR-6721-5p gene (miRBase Accession No. MIMAT0025852) described in SEQ ID NO: 61, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6721-5p gene can be obtained by a method described in Li Y et al., 2012, Gene, Vol. 497, p. 330-335. Also, “hsa-mir-6721” (miRBase Accession No. MI0022556, SEQ ID NO: 235) having a hairpin-like structure is known as a precursor of “hsa-miR-6721-5p”.

The term “hsa-miR-6798-5p gene” or “hsa-miR-6798-5p” used herein includes the hsa-miR-6798-5p gene (miRBase Accession No. MIMAT0027496) described in SEQ ID NO: 62, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6798-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6798” (miRBase Accession No. MI0022643, SEQ ID NO: 236) having a hairpin-like structure is known as a precursor of “hsa-miR-6798-5p”.

The term “hsa-miR-3162-5p gene” or “hsa-miR-3162-5p” used herein includes the hsa-miR-3162-5p gene (miRBase Accession No. MIMAT0015036) described in SEQ ID NO: 63, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-3162-5p gene can be obtained by a method described in Stark M S et al., 2010, PLoS One, Vol. 5, e9685. Also, “hsa-mir-3162” (miRBase Accession No. MI0014192, SEQ ID NO: 237) having a hairpin-like structure is known as a precursor of “hsa-miR-3162-5p”.

The term “hsa-miR-6126 gene” or “hsa-miR-6126” used herein includes the hsa-miR-6126 gene (miRBase Accession No. MIMAT0024599) described in SEQ ID NO: 64, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6126 gene can be obtained by a method described in Smith J L et al., 2012, J Virol, Vol. 86, p. 5278-5287. Also, “hsa-mir-6126” (miRBase Accession No. MI0021260, SEQ ID NO: 238) having a hairpin-like structure is known as a precursor of “hsa-miR-6126”.

The term “hsa-miR-4758-5p gene” or “hsa-miR-4758-5p” used herein includes the hsa-miR-4758-5p gene (miRBase Accession No. MIMAT0019903) described in SEQ ID NO: 65, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4758-5p gene can be obtained by a method described in Persson H et al., 2011, Cancer Res, Vol. 71, p. 78-86. Also, “hsa-mir-4758” (miRBase Accession No. MI0017399, SEQ ID NO: 239) having a hairpin-like structure is known as a precursor of “hsa-miR-4758-5p”.

The term “hsa-miR-2392 gene” or “hsa-miR-2392” used herein includes the hsa-miR-2392 gene (miRBase Accession No. MIMAT0019043) described in SEQ ID NO: 66, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-2392 gene can be obtained by a method described in Jima D D et al., 2010, Blood, Vol. 116, e118-e127. Also, “hsa-mir-2392” (miRBase Accession No. MI0016870, SEQ ID NO: 240) having a hairpin-like structure is known as a precursor of “hsa-miR-2392”.

The term “hsa-miR-486-3p gene” or “hsa-miR-486-3p” used herein includes the hsa-miR-486-3p gene (miRBase Accession No. MIMAT0004762) described in SEQ ID NO: 67, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-486-3p gene can be obtained by a method described in Fu H et al., 2005, FEBS Lett, Vol. 579, p. 3849-3854. Also, “hsa-mir-486 and hsa-mir-486-2” (miRBase Accession Nos. MI0002470 and MI0023622, SEQ ID NOs: 241 and 242) having a hairpin-like structure are known as precursors of “hsa-miR-486-3p”.

The term “hsa-miR-6727-5p gene” or “hsa-miR-6727-5p” used herein includes the hsa-miR-6727-5p gene (miRBase Accession No. MIMAT0027355) described in SEQ ID NO: 68, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6727-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6727” (miRBase Accession No. MI0022572, SEQ ID NO: 243) having a hairpin-like structure is known as a precursor of “hsa-miR-6727-5p”.

The term “hsa-miR-4728-5p gene” or “hsa-miR-4728-5p” used herein includes the hsa-miR-4728-5p gene (miRBase Accession No. MIMAT0019849) described in SEQ ID NO: 69, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4728-5p gene can be obtained by a method described in Persson H et al., 2011, Cancer Res, Vol. 71, p. 78-86. Also, “hsa-mir-4728” (miRBase Accession No. MI0017365, SEQ ID NO: 244) having a hairpin-like structure is known as a precursor of “hsa-miR-4728-5p”.

The term “hsa-miR-6746-5p gene” or “hsa-miR-6746-5p” used herein includes the hsa-miR-6746-5p gene (miRBase Accession No. MIMAT0027392) described in SEQ ID NO: 70, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6746-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6746” (miRBase Accession No. MI0022591, SEQ ID NO: 245) having a hairpin-like structure is known as a precursor of “hsa-miR-6746-5p”.

The term “hsa-miR-4270 gene” or “hsa-miR-4270” used herein includes the hsa-miR-4270 gene (miRBase Accession No. MIMAT0016900) described in SEQ ID NO: 71, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4270 gene can be obtained by a method described in Goff L A et al., 2009, PLoS One, Vol. 4, e7192. Also, “hsa-mir-4270” (miRBase Accession No. MI0015878, SEQ ID NO: 246) having a hairpin-like structure is known as a precursor of “hsa-miR-4270”.

The term “hsa-miR-3940-5p gene” or “hsa-miR-3940-5p” used herein includes the hsa-miR-3940-5p gene (miRBase Accession No. MIMAT0019229) described in SEQ ID NO: 72, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-3940-5p gene can be obtained by a method described in Liao J Y et al., 2010, PLoS One, Vol. 5, e10563. Also, “hsa-mir-3940” (miRBase Accession No. MI0016597, SEQ ID NO: 247) having a hairpin-like structure is known as a precursor of “hsa-miR-3940-5p”.

The term “hsa-miR-4725-3p gene” or “hsa-miR-4725-3p” used herein includes the hsa-miR-4725-3p gene (miRBase Accession No. MIMAT0019844) described in SEQ ID NO: 73, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4725-3p gene can be obtained by a method described in Persson H et al., 2011, Cancer Res, Vol. 71, p. 78-86. Also, “hsa-mir-4725” (miRBase Accession No. MI0017362, SEQ ID NO: 248) having a hairpin-like structure is known as a precursor of “hsa-miR-4725-3p”.

The term “hsa-miR-7108-5p gene” or “hsa-miR-7108-5p” used herein includes the hsa-miR-7108-5p gene (miRBase Accession No. MIMAT0028113) described in SEQ ID NO: 74, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-7108-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-7108” (miRBase Accession No. MI0022959, SEQ ID NO: 249) having a hairpin-like structure is known as a precursor of “hsa-miR-7108-5p”.

The term “hsa-miR-3656 gene” or “hsa-miR-3656” used herein includes the hsa-miR-3656 gene (miRBase Accession No. MIMAT0018076) described in SEQ ID NO: 75, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-3656 gene can be obtained by a method described in Meiri E et al., 2010, Nucleic Acids Res, Vol. 38, p. 6234-6246. Also, “hsa-mir-3656” (miRBase Accession No. MI0016056, SEQ ID NO: 250) having a hairpin-like structure is known as a precursor of “hsa-miR-3656”.

The term “hsa-miR-6879-5p gene” or “hsa-miR-6879-5p” used herein includes the hsa-miR-6879-5p gene (miRBase Accession No. MIMAT0027658) described in SEQ ID NO: 76, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6879-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6879” (miRBase Accession No. M10022726, SEQ ID NO: 251) having a hairpin-like structure is known as a precursor of “hsa-miR-6879-5p”.

The term “hsa-miR-6738-5p gene” or “hsa-miR-6738-5p” used herein includes the hsa-miR-6738-5p gene (miRBase Accession No. MIMAT0027377) described in SEQ ID NO: 77, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6738-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6738” (miRBase Accession No. M10022583, SEQ ID NO: 252) having a hairpin-like structure is known as a precursor of “hsa-miR-6738-5p”.

The term “hsa-miR-1260a gene” or “hsa-miR-1260a” used herein includes the hsa-miR-1260a gene (miRBase Accession No. MIMAT0005911) described in SEQ ID NO: 78, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1260a gene can be obtained by a method described in Morin R D et al., 2008, Genome Res, Vol. 18, p. 610-621. Also, “hsa-mir-1260a” (miRBase Accession No. M10006394, SEQ ID NO: 253) having a hairpin-like structure is known as a precursor of “hsa-miR-1260a”.

The term “hsa-miR-4446-3p gene” or “hsa-miR-4446-3p” used herein includes the hsa-miR-4446-3p gene (miRBase Accession No. MIMAT0018965) described in SEQ ID NO: 79, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4446-3p gene can be obtained by a method described in Jima D D et al., 2010, Blood, Vol. 116, e118-e127. Also, “hsa-mir-4446” (miRBase Accession No. MI0016789, SEQ ID NO: 254) having a hairpin-like structure is known as a precursor of “hsa-miR-4446-3p”.

The term “hsa-miR-3131 gene” or “hsa-miR-3131” used herein includes the hsa-miR-3131 gene (miRBase Accession No. MIMAT0014996) described in SEQ ID NO: 80, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-3131 gene can be obtained by a method described in Stark M S et al., 2010, PLoS One, Vol. 5, e9685. Also, “hsa-mir-3131” (miRBase Accession No. MI0014151, SEQ ID NO: 255) having a hairpin-like structure is known as a precursor of “hsa-miR-3131”.

The term “hsa-miR-4463 gene” or “hsa-miR-4463” used herein includes the hsa-miR-4463 gene (miRBase Accession No. MIMAT0018987) described in SEQ ID NO: 81, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4463 gene can be obtained by a method described in Jima D D et al., 2010, Blood, Vol. 116, e118-e127. Also, “hsa-mir-4463” (miRBase Accession No. MI0016811, SEQ ID NO: 256) having a hairpin-like structure is known as a precursor of “hsa-miR-4463”.

The term “hsa-miR-3185 gene” or “hsa-miR-3185” used herein includes the hsa-miR-3185 gene (miRBase Accession No. MIMAT0015065) described in SEQ ID NO: 82, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-3185 gene can be obtained by a method described in Stark M S et al., 2010, PLoS One, Vol. 5, e9685. Also, “hsa-mir-3185” (miRBase Accession No. MI0014227, SEQ ID NO: 257) having a hairpin-like structure is known as a precursor of “hsa-miR-3185”.

The term “hsa-miR-6870-5p gene” or “hsa-miR-6870-5p” used herein includes the hsa-miR-6870-5p gene (miRBase Accession No. MIMAT0027640) described in SEQ ID NO: 83, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6870-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6870” (miRBase Accession No. MI0022717, SEQ ID NO: 258) having a hairpin-like structure is known as a precursor of “hsa-miR-6870-5p”.

The term “hsa-miR-6779-5p gene” or “hsa-miR-6779-5p” used herein includes the hsa-miR-6779-5p gene (miRBase Accession No. MIMAT0027458) described in SEQ ID NO: 84, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6779-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6779” (miRBase Accession No. MI0022624, SEQ ID NO: 259) having a hairpin-like structure is known as a precursor of “hsa-miR-6779-5p”.

The term “hsa-miR-1273g-3p gene” or “hsa-miR-1273g-3p” used herein includes the hsa-miR-1273g-3p gene (miRBase Accession No. MIMAT0022742) described in SEQ ID NO: 85, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1273g-3p gene can be obtained by a method described in Reshmi G et al., 2011, Genomics, Vol. 97, p. 333-340. Also, “hsa-mir-1273g” (miRBase Accession No. MI0018003, SEQ ID NO: 260) having a hairpin-like structure is known as a precursor of “hsa-miR-1273g-3p”.

The term “hsa-miR-8059 gene” or “hsa-miR-8059” used herein includes the hsa-miR-8059 gene (miRBase Accession No. MIMAT0030986) described in SEQ ID NO: 86, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-8059 gene can be obtained by a method described in Wang H J et al., 2013, Shock, Vol. 39, p. 480-487. Also, “hsa-mir-8059” (miRBase Accession No. MI0025895, SEQ ID NO: 261) having a hairpin-like structure is known as a precursor of “hsa-miR-8059”.

The term “hsa-miR-4697-5p gene” or “hsa-miR-4697-5p” used herein includes the hsa-miR-4697-5p gene (miRBase Accession No. MIMAT0019791) described in SEQ ID NO: 87, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4697-5p gene can be obtained by a method described in Persson H et al., 2011, Cancer Res, Vol. 71, p. 78-86. Also, “hsa-mir-4697” (miRBase Accession No. M10017330, SEQ ID NO: 262) having a hairpin-like structure is known as a precursor of “hsa-miR-4697-5p”.

The term “hsa-miR-4674 gene” or “hsa-miR-4674” used herein includes the hsa-miR-4674 gene (miRBase Accession No. MIMAT0019756) described in SEQ ID NO: 88, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4674 gene can be obtained by a method described in Persson H et al., 2011, Cancer Res, Vol. 71, p. 78-86. Also, “hsa-mir-4674” (miRBase Accession No. MI0017305, SEQ ID NO: 263) having a hairpin-like structure is known as a precursor of “hsa-miR-4674”.

The term “hsa-miR-4433-3p gene” or “hsa-miR-4433-3p” used herein includes the hsa-miR-4433-3p gene (miRBase Accession No. MIMAT0018949) described in SEQ ID NO: 89, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4433-3p gene can be obtained by a method described in Jima D D et al., 2010, Blood, Vol. 116, e118-e127. Also, “hsa-mir-4433” (miRBase Accession No. MI0016773, SEQ ID NO: 264) having a hairpin-like structure is known as a precursor of “hsa-miR-4433-3p”.

The term “hsa-miR-4257 gene” or “hsa-miR-4257” used herein includes the hsa-miR-4257 gene (miRBase Accession No. MIMAT0016878) described in SEQ ID NO: 90, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4257 gene can be obtained by a method described in Goff L A et al., 2009, PLoS One, Vol. 4, e7192. Also, “hsa-mir-4257” (miRBase Accession No. M10015856, SEQ ID NO: 265) having a hairpin-like structure is known as a precursor of “hsa-miR-4257”.

The term “hsa-miR-1915-5p gene” or “hsa-miR-1915-5p” used herein includes the hsa-miR-1915-5p gene (miRBase Accession No. MIMAT0007891) described in SEQ ID NO: 91, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1915-5p gene can be obtained by a method described in Bar M et al., 2008, Stem Cells, Vol. 26, p. 2496-2505. Also, “hsa-mir-1915” (miRBase Accession No. MI0008336, SEQ ID NO: 266) having a hairpin-like structure is known as a precursor of “hsa-miR-1915-5p”.

The term “hsa-miR-4417 gene” or “hsa-miR-4417” used herein includes the hsa-miR-4417 gene (miRBase Accession No. MIMAT0018929) described in SEQ ID NO: 92, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4417 gene can be obtained by a method described in Jima D D et al., 2010, Blood, Vol. 116, e118-e127. Also, “hsa-mir-4417” (miRBase Accession No. MI0016753, SEQ ID NO: 267) having a hairpin-like structure is known as a precursor of “hsa-miR-4417”.

The term “hsa-miR-1343-5p gene” or “hsa-miR-1343-5p” used herein includes the hsa-miR-1343-5p gene (miRBase Accession No. MIMAT0027038) described in SEQ ID NO: 93, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1343-5p gene can be obtained by a method described in Persson H et al., 2011, Cancer Res, Vol. 71, p. 78-86. Also, “hsa-mir-1343” (miRBase Accession No. MI0017320, SEQ ID NO: 182) having a hairpin-like structure is known as a precursor of “hsa-miR-1343-5p”.

The term “hsa-miR-6781-5p gene” or “hsa-miR-6781-5p” used herein includes the hsa-miR-6781-5p gene (miRBase Accession No. MIMAT0027462) described in SEQ ID NO: 94, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6781-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6781” (miRBase Accession No. MI0022626, SEQ ID NO: 268) having a hairpin-like structure is known as a precursor of “hsa-miR-6781-5p”.

The term “hsa-miR-4695-5p gene” or “hsa-miR-4695-5p” used herein includes the hsa-miR-4695-5p gene (miRBase Accession No. MIMAT0019788) described in SEQ ID NO: 95, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4695-5p gene can be obtained by a method described in Persson H et al., 2011, Cancer Res, Vol. 71, p. 78-86. Also, “hsa-mir-4695” (miRBase Accession No. MI0017328, SEQ ID NO: 269) having a hairpin-like structure is known as a precursor of “hsa-miR-4695-5p”.

The term “hsa-miR-1237-5p gene” or “hsa-miR-1237-5p” used herein includes the hsa-miR-1237-5p gene (miRBase Accession No. MIMAT0022946) described in SEQ ID NO: 96, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1237-5p gene can be obtained by a method described in Berezikov E et al., 2007, Mol Cell, Vol. 28, p. 328-336. Also, “hsa-mir-1237” (miRBase Accession No. M10006327, SEQ ID NO: 270) having a hairpin-like structure is known as a precursor of “hsa-miR-1237-5p”.

The term “hsa-miR-6775-5p gene” or “hsa-miR-6775-5p” used herein includes the hsa-miR-6775-5p gene (miRBase Accession No. MIMAT0027450) described in SEQ ID NO: 97, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6775-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6775” (miRBase Accession No. MI0022620, SEQ ID NO: 271) having a hairpin-like structure is known as a precursor of “hsa-miR-6775-5p”.

The term “hsa-miR-7845-5p gene” or “hsa-miR-7845-5p” used herein includes the hsa-miR-7845-5p gene (miRBase Accession No. MIMAT0030420) described in SEQ ID NO: 98, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-7845-5p gene can be obtained by a method described in Ple H et al., 2012, PLoS One, Vol. 7, e50746. Also, “hsa-mir-7845” (miRBase Accession No. MI0025515, SEQ ID NO: 272) having a hairpin-like structure is known as a precursor of “hsa-miR-7845-5p”.

The term “hsa-miR-4746-3p gene” or “hsa-miR-4746-3p” used herein includes the hsa-miR-4746-3p gene (miRBase Accession No. MIMAT0019881) described in SEQ ID NO: 99, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4746-3p gene can be obtained by a method described in Persson H et al., 2011, Cancer Res, Vol. 71, p. 78-86. Also, “hsa-mir-4746” (miRBase Accession No. MI0017385, SEQ ID NO: 273) having a hairpin-like structure is known as a precursor of “hsa-miR-4746-3p”.

The term “hsa-miR-7641 gene” or “hsa-miR-7641” used herein includes the hsa-miR-7641 gene (miRBase Accession No. MIMAT0029782) described in SEQ ID NO: 100, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-7641 gene can be obtained by a method described in Yoo J K et al., 2013, Arch Pharm Res, Vol. 36, p. 353-358. Also, “hsa-mir-7641-1 and hsa-mir-7641-2” (miRBase Accession Nos. MI0024975 and MI0024976, SEQ ID NOs: 274 and 275) having a hairpin-like structure are known as precursors of “hsa-miR-7641”.

The term “hsa-miR-7847-3p gene” or “hsa-miR-7847-3p” used herein includes the hsa-miR-7847-3p gene (miRBase Accession No. MIMAT0030422) described in SEQ ID NO: 101, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-7847-3p gene can be obtained by a method described in Ple H et al., 2012, PLoS One, Vol. 7, e50746. Also, “hsa-mir-7847” (miRBase Accession No. MI0025517, SEQ ID NO: 276) having a hairpin-like structure is known as a precursor of “hsa-miR-7847-3p”.

The term “hsa-miR-6806-5p gene” or “hsa-miR-6806-5p” used herein includes the hsa-miR-6806-5p gene (miRBase Accession No. MIMAT0027512) described in SEQ ID NO: 102, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6806-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6806” (miRBase Accession No. MI0022651, SEQ ID NO: 277) having a hairpin-like structure is known as a precursor of “hsa-miR-6806-5p”.

The term “hsa-miR-4467 gene” or “hsa-miR-4467” used herein includes the hsa-miR-4467 gene (miRBase Accession No. MIMAT0018994) described in SEQ ID NO: 103, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4467 gene can be obtained by a method described in Jima D D et al., 2010, Blood, Vol. 116, e118-e127. Also, “hsa-mir-4467” (miRBase Accession No. MI0016818, SEQ ID NO: 278) having a hairpin-like structure is known as a precursor of “hsa-miR-4467”.

The term “hsa-miR-4726-5p gene” or “hsa-miR-4726-5p” used herein includes the hsa-miR-4726-5p gene (miRBase Accession No. MIMAT0019845) described in SEQ ID NO: 104, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4726-5p gene can be obtained by a method described in Persson H et al., 2011, Cancer Res, Vol. 71, p. 78-86. Also, “hsa-mir-4726” (miRBase Accession No. MI0017363, SEQ ID NO: 279) having a hairpin-like structure is known as a precursor of “hsa-miR-4726-5p”.

The term “hsa-miR-4648 gene” or “hsa-miR-4648” used herein includes the hsa-miR-4648 gene (miRBase Accession No. MIMAT0019710) described in SEQ ID NO: 105, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4648 gene can be obtained by a method described in Persson H et al., 2011, Cancer Res, Vol. 71, p. 78-86. Also, “hsa-mir-4648” (miRBase Accession No. MI0017275, SEQ ID NO: 280) having a hairpin-like structure is known as a precursor of “hsa-miR-4648”.

The term “hsa-miR-6089 gene” or “hsa-miR-6089” used herein includes the hsa-miR-6089 gene (miRBase Accession No. MIMAT0023714) described in SEQ ID NO: 106, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6089 gene can be obtained by a method described in Yoo J K et al., 2012, Stem Cells Dev, Vol. 21, p. 2049-2057. Also, “hsa-mir-6089-1 and hsa-mir-6089-2” (miRBase Accession Nos. MI0020366 and MI0023563, SEQ ID NOs: 281 and 282) having a hairpin-like structure are known as precursors of “hsa-miR-6089”.

The term “hsa-miR-1260b gene” or “hsa-miR-1260b” used herein includes the hsa-miR-1260b gene (miRBase Accession No. MIMAT0015041) described in SEQ ID NO: 107, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1260b gene can be obtained by a method described in Stark M S et al., 2010, PLoS One, Vol. 5, e9685. Also, “hsa-mir-1260b” (miRBase Accession No. MI0014197, SEQ ID NO: 283) having a hairpin-like structure is known as a precursor of “hsa-miR-1260b”.

The term “hsa-miR-4532 gene” or “hsa-miR-4532” used herein includes the hsa-miR-4532 gene (miRBase Accession No. MIMAT0019071) described in SEQ ID NO: 108, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4532 gene can be obtained by a method described in Jima D D et al., 2010, Blood, Vol. 116, e118-e127. Also, “hsa-mir-4532” (miRBase Accession No. MI0016899, SEQ ID NO: 284) having a hairpin-like structure is known as a precursor of “hsa-miR-4532”.

The term “hsa-miR-5195-3p gene” or “hsa-miR-5195-3p” used herein includes the hsa-miR-5195-3p gene (miRBase Accession No. MIMAT0021127) described in SEQ ID NO: 109, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-5195-3p gene can be obtained by a method described in Schotte D et al., 2011, Leukemia, Vol. 25, p. 1389-1399. Also, “hsa-mir-5195” (miRBase Accession No. MI0018174, SEQ ID NO: 285) having a hairpin-like structure is known as a precursor of “hsa-miR-5195-3p”.

The term “hsa-miR-3188 gene” or “hsa-miR-3188” used herein includes the hsa-miR-3188 gene (miRBase Accession No. MIMAT0015070) described in SEQ ID NO: 110, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-3188 gene can be obtained by a method described in Stark M S et al., 2010, PLoS One, Vol. 5, e9685. Also, “hsa-mir-3188” (miRBase Accession No. MI0014232, SEQ ID NO: 286) having a hairpin-like structure is known as a precursor of “hsa-miR-3188”.

The term “hsa-miR-6848-5p gene” or “hsa-miR-6848-5p” used herein includes the hsa-miR-6848-5p gene (miRBase Accession No. MIMAT0027596) described in SEQ ID NO: 111, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6848-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6848” (miRBase Accession No. MI0022694, SEQ ID NO: 287) having a hairpin-like structure is known as a precursor of “hsa-miR-6848-5p”.

The term “hsa-miR-1233-5p gene” or “hsa-miR-1233-5p” used herein includes the hsa-miR-1233-5p gene (miRBase Accession No. MIMAT0022943) described in SEQ ID NO: 112, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1233-5p gene can be obtained by a method described in Berezikov E et al., 2007, Mol Cell, Vol. 28, p. 328-336. Also, “hsa-mir-1233-1 and hsa-mir-1233-2” (miRBase Accession Nos. MI0006323 and MI0015973, SEQ ID NOs: 288 and 289) having a hairpin-like structure are known as precursors of “hsa-miR-1233-5p”.

The term “hsa-miR-6717-5p gene” or “hsa-miR-6717-5p” used herein includes the hsa-miR-6717-5p gene (miRBase Accession No. MIMAT0025846) described in SEQ ID NO: 113, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6717-5p gene can be obtained by a method described in Li Y et al., 2012, Gene, Vol. 497, p. 330-335. Also, “hsa-mir-6717” (miRBase Accession No. MI0022551, SEQ ID NO: 290) having a hairpin-like structure is known as a precursor of “hsa-miR-6717-5p”.

The term “hsa-miR-3195 gene” or “hsa-miR-3195” used herein includes the hsa-miR-3195 gene (miRBase Accession No. MIMAT0015079) described in SEQ ID NO: 114, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-3195 gene can be obtained by a method described in Stark M S et al., 2010, PLoS One, Vol. 5, e9685. Also, “hsa-mir-3195” (miRBase Accession No. MI0014240, SEQ ID NO: 291) having a hairpin-like structure is known as a precursor of “hsa-miR-3195”.

The term “hsa-miR-6757-5p gene” or “hsa-miR-6757-5p” used herein includes the hsa-miR-6757-5p gene (miRBase Accession No. MIMAT0027414) described in SEQ ID NO: 115, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6757-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6757” (miRBase Accession No. MI0022602, SEQ ID NO: 292) having a hairpin-like structure is known as a precursor of “hsa-miR-6757-5p”.

The term “hsa-miR-8072 gene” or “hsa-miR-8072” used herein includes the hsa-miR-8072 gene (miRBase Accession No. MIMAT0030999) described in SEQ ID NO: 116, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-8072 gene can be obtained by a method described in Wang H J et al., 2013, Shock, Vol. 39, p. 480-487. Also, “hsa-mir-8072” (miRBase Accession No. MI0025908, SEQ ID NO: 293) having a hairpin-like structure is known as a precursor of “hsa-miR-8072”.

The term “hsa-miR-4745-5p gene” or “hsa-miR-4745-5p” used herein includes the hsa-miR-4745-5p gene (miRBase Accession No. MIMAT0019878) described in SEQ ID NO: 117, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4745-5p gene can be obtained by a method described in Persson H et al., 2011, Cancer Res, Vol. 71, p. 78-86. Also, “hsa-mir-4745” (miRBase Accession No. MI0017384, SEQ ID NO: 294) having a hairpin-like structure is known as a precursor of “hsa-miR-4745-5p”.

The term “hsa-miR-6511a-5p gene” or “hsa-miR-6511a-5p” used herein includes the hsa-miR-6511a-5p gene (miRBase Accession No. MIMAT0025478) described in SEQ ID NO: 118, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6511a-5p gene can be obtained by a method described in Joyce C E et al., 2011, Hum Mol Genet, Vol. 20, p. 4025-4040. Also, “hsa-mir-6511a-1, hsa-mir-6511a-2, hsa-mir-6511a-3, and hsa-mir-6511a-4” (miRBase Accession Nos. MI0022223, MI0023564, MI0023565, and MI0023566, SEQ ID NOs: 295, 296, 297, and 298) having a hairpin-like structure are known as precursors of “hsa-miR-6511a-5p”.

The term “hsa-miR-6776-5p gene” or “hsa-miR-6776-5p” used herein includes the hsa-miR-6776-5p gene (miRBase Accession No. MIMAT0027452) described in SEQ ID NO: 119, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6776-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6776” (miRBase Accession No. MI0022621, SEQ ID NO: 299) having a hairpin-like structure is known as a precursor of “hsa-miR-6776-5p”.

The term “hsa-miR-371a-5p gene” or “hsa-miR-371a-5p” used herein includes the hsa-miR-371a-5p gene (miRBase Accession No. MIMAT0004687) described in SEQ ID NO: 120, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-371a-5p gene can be obtained by a method described in Suh M R et al., 2004, Dev Biol, Vol. 270, p. 488-498. Also, “hsa-mir-371a” (miRBase Accession No. MI0000779, SEQ ID NO: 300) having a hairpin-like structure is known as a precursor of “hsa-miR-371a-5p”.

The term “hsa-miR-1227-5p gene” or “hsa-miR-1227-5p” used herein includes the hsa-miR-1227-5p gene (miRBase Accession No. MIMAT0022941) described in SEQ ID NO: 121, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1227-5p gene can be obtained by a method described in Berezikov E et al., 2007, Mol Cell, Vol. 28, p. 328-336. Also, “hsa-mir-1227” (miRBase Accession No. MI0006316, SEQ ID NO: 301) having a hairpin-like structure is known as a precursor of “hsa-miR-1227-5p”.

The term “hsa-miR-7150 gene” or “hsa-miR-7150” used herein includes the hsa-miR-7150 gene (miRBase Accession No. MIMAT0028211) described in SEQ ID NO: 122, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-7150 gene can be obtained by a method described in Oulas A et al., 2009, Nucleic Acids Res, Vol. 37, p. 3276-3287. Also, “hsa-mir-7150” (miRBase Accession No. MI0023610, SEQ ID NO: 302) having a hairpin-like structure is known as a precursor of “hsa-miR-7150”.

The term “hsa-miR-1915-3p gene” or “hsa-miR-1915-3p” used herein includes the hsa-miR-1915-3p gene (miRBase Accession No. MIMAT0007892) described in SEQ ID NO: 123, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1915-3p gene can be obtained by a method described in Bar M et al., 2008, Stem Cells, Vol. 26, p. 2496-2505. Also, “hsa-mir-1915” (miRBase Accession No. M10008336, SEQ ID NO: 266) having a hairpin-like structure is known as a precursor of “hsa-miR-1915-3p”.

The term “hsa-miR-187-5p gene” or “hsa-miR-187-5p” used herein includes the hsa-miR-187-5p gene (miRBase Accession No. MIMAT0004561) described in SEQ ID NO: 124, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-187-5p gene can be obtained by a method described in Lim L P et al., 2003, Science, Vol. 299, p. 1540. Also, “hsa-mir-187” (miRBase Accession No. MI0000274, SEQ ID NO: 303) having a hairpin-like structure is known as a precursor of “hsa-miR-187-5p”.

The term “hsa-miR-614 gene” or “hsa-miR-614” used herein includes the hsa-miR-614 gene (miRBase Accession No. MIMAT0003282) described in SEQ ID NO: 125, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-614 gene can be obtained by a method described in Cummins J M et al., 2006, Proc Natl Acad Sci USA, Vol. 103, p. 3687-3692. Also, “hsa-mir-614” (miRBase Accession No. M10003627, SEQ ID NO: 304) having a hairpin-like structure is known as a precursor of “hsa-miR-614”.

The term “hsa-miR-19b-3p gene” or “hsa-miR-19b-3p” used herein includes the hsa-miR-19b-3p gene (miRBase Accession No. MIMAT0000074) described in SEQ ID NO: 126, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-19b-3p gene can be obtained by a method described in Lagos-Quintana M et al., 2001, Science, Vol. 294, p. 853-858. Also, “hsa-mir-19b-1 and hsa-mir-19b-2” (miRBase Accession Nos. MI0000074 and MI0000075, SEQ ID NOs: 305 and 306) having a hairpin-like structure are known as precursors of “hsa-miR-19b-3p”.

The term “hsa-miR-1225-5p gene” or “hsa-miR-1225-5p” used herein includes the hsa-miR-1225-5p gene (miRBase Accession No. MIMAT0005572) described in SEQ ID NO: 127, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1225-5p gene can be obtained by a method described in Berezikov E et al., 2007, Mol Cell, Vol. 28, p. 328-336. Also, “hsa-mir-1225” (miRBase Accession No. MI0006311, SEQ ID NO: 307) having a hairpin-like structure is known as a precursor of “hsa-miR-1225-5p”.

The term “hsa-miR-451a gene” or “hsa-miR-451a” used herein includes the hsa-miR-451a gene (miRBase Accession No. MIMAT0001631) described in SEQ ID NO: 128, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-451a gene can be obtained by a method described in Altuvia Y et al., 2005, Nucleic Acids Res, Vol. 33, p. 2697-2706. Also, “hsa-mir-451a” (miRBase Accession No. MI0001729, SEQ ID NO: 308) having a hairpin-like structure is known as a precursor of “hsa-miR-451a”.

The term “hsa-miR-939-5p gene” or “hsa-miR-939-5p” used herein includes the hsa-miR-939-5p gene (miRBase Accession No. MIMAT0004982) described in SEQ ID NO: 129, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-939-5p gene can be obtained by a method described in Lui W O et al., 2007, Cancer Res, Vol. 67, p. 6031-6043. Also, “hsa-mir-939” (miRBase Accession No. MI0005761, SEQ ID NO: 309) having a hairpin-like structure is known as a precursor of “hsa-miR-939-5p”.

The term “hsa-miR-223-3p gene” or “hsa-miR-223-3p” used herein includes the hsa-miR-223-3p gene (miRBase Accession No. MIMAT0000280) described in SEQ ID NO: 130, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-223-3p gene can be obtained by a method described in Lim L P et al., 2003, Science, Vol. 299, p. 1540. Also, “hsa-mir-223” (miRBase Accession No. MI0000300, SEQ ID NO: 310) having a hairpin-like structure is known as a precursor of “hsa-miR-223-3p”.

The term “hsa-miR-1228-5p gene” or “hsa-miR-1228-5p” used herein includes the hsa-miR-1228-5p gene (miRBase Accession No. MIMAT0005582) described in SEQ ID NO: 131, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1228-5p gene can be obtained by a method described in Berezikov E et al., 2007, Mol Cell, Vol. 28, p. 328-336. Also, “hsa-mir-1228” (miRBase Accession No. MI0006318, SEQ ID NO: 311) having a hairpin-like structure is known as a precursor of “hsa-miR-1228-5p”.

The term “hsa-miR-125a-3p gene” or “hsa-miR-125a-3p” used herein includes the hsa-miR-125a-3p gene (miRBase Accession No. MIMAT0004602) described in SEQ ID NO: 132, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-125a-3p gene can be obtained by a method described in Lagos-Quintana M et al., 2002, Curr Biol, Vol. 12, p. 735-739. Also, “hsa-mir-125a” (miRBase Accession No. MI0000469, SEQ ID NO: 312) having a hairpin-like structure is known as a precursor of “hsa-miR-125a-3p”.

The term “hsa-miR-92b-5p gene” or “hsa-miR-92b-5p” used herein includes the hsa-miR-92b-5p gene (miRBase Accession No. MIMAT0004792) described in SEQ ID NO: 133, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-92b-5p gene can be obtained by a method described in Cummins J M et al., 2006, Proc Natl Acad Sci USA, Vol. 103, p. 3687-3692. Also, “hsa-mir-92b” (miRBase Accession No. MI0003560, SEQ ID NO: 313) having a hairpin-like structure is known as a precursor of “hsa-miR-92b-5p”.

The term “hsa-miR-22-3p gene” or “hsa-miR-22-3p” used herein includes the hsa-miR-22-3p gene (miRBase Accession No. MIMAT0000077) described in SEQ ID NO: 134, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-22-3p gene can be obtained by a method described in Lagos-Quintana M et al., 2001, Science, Vol. 294, p. 853-858. Also, “hsa-mir-22” (miRBase Accession No. MI0000078, SEQ ID NO: 314) having a hairpin-like structure is known as a precursor of “hsa-miR-22-3p”.

The term “hsa-miR-4271 gene” or “hsa-miR-4271” used herein includes the hsa-miR-4271 gene (miRBase Accession No. MIMAT0016901) described in SEQ ID NO: 135, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4271 gene can be obtained by a method described in Goff L A et al., 2009, PLoS One, Vol. 4, e7192. Also, “hsa-mir-4271” (miRBase Accession No. MI0015879, SEQ ID NO: 315) having a hairpin-like structure is known as a precursor of “hsa-miR-4271”.

The term “hsa-miR-642b-3p gene” or “hsa-miR-642b-3p” used herein includes the hsa-miR-642b-3p gene (miRBase Accession No. MIMAT0018444) described in SEQ ID NO: 136, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-642b-3p gene can be obtained by a method described in Witten D et al., 2010, BMC Biol, Vol. 8, p. 58. Also, “hsa-mir-642b” (miRBase Accession No. MI0016685, SEQ ID NO: 316) having a hairpin-like structure is known as a precursor of “hsa-miR-642b-3p”.

The term “hsa-miR-6075 gene” or “hsa-miR-6075” used herein includes the hsa-miR-6075 gene (miRBase Accession No. MIMAT0023700) described in SEQ ID NO: 137, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6075 gene can be obtained by a method described in Voellenkle C et al., 2012, RNA, Vol. 18, p. 472-484. Also, “hsa-mir-6075” (miRBase Accession No. MI0020352, SEQ ID NO: 317) having a hairpin-like structure is known as a precursor of “hsa-miR-6075”.

The term “hsa-miR-6125 gene” or “hsa-miR-6125” used herein includes the hsa-miR-6125 gene (miRBase Accession No. MIMAT0024598) described in SEQ ID NO: 138, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6125 gene can be obtained by a method described in Smith J L et al., 2012, J Virol, Vol. 86, p. 5278-5287. Also, “hsa-mir-6125” (miRBase Accession No. MI0021259, SEQ ID NO: 318) having a hairpin-like structure is known as a precursor of “hsa-miR-6125”.

The term “hsa-miR-887-3p gene” or “hsa-miR-887-3p” used herein includes the hsa-miR-887-3p gene (miRBase Accession No. MIMAT0004951) described in SEQ ID NO: 139, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-887-3p gene can be obtained by a method described in Berezikov E et al., 2006, Genome Res, Vol. 16, p. 1289-1298. Also, “hsa-mir-887” (miRBase Accession No. MI0005562, SEQ ID NO: 319) having a hairpin-like structure is known as a precursor of “hsa-miR-887-3p”.

The term “hsa-miR-6851-5p gene” or “hsa-miR-6851-5p” used herein includes the hsa-miR-6851-5p gene (miRBase Accession No. MIMAT0027602) described in SEQ ID NO: 140, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6851-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6851” (miRBase Accession No. MI0022697, SEQ ID NO: 320) having a hairpin-like structure is known as a precursor of “hsa-miR-6851-5p”.

The term “hsa-miR-6763-5p gene” or “hsa-miR-6763-5p” used herein includes the hsa-miR-6763-5p gene (miRBase Accession No. MIMAT0027426) described in SEQ ID NO: 141, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6763-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6763” (miRBase Accession No. MI0022608, SEQ ID NO: 321) having a hairpin-like structure is known as a precursor of “hsa-miR-6763-5p”.

The term “hsa-miR-3928-3p gene” or “hsa-miR-3928-3p” used herein includes the hsa-miR-3928-3p gene (miRBase Accession No. MIMAT0018205) described in SEQ ID NO: 142, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-3928-3p gene can be obtained by a method described in Creighton C J et al., 2010, PLoS One, Vol. 5, e9637. Also, “hsa-mir-3928” (miRBase Accession No. MI0016438, SEQ ID NO: 322) having a hairpin-like structure is known as a precursor of “hsa-miR-3928-3p”.

The term “hsa-miR-4443 gene” or “hsa-miR-4443” used herein includes the hsa-miR-4443 gene (miRBase Accession No. MIMAT0018961) described in SEQ ID NO: 143, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4443 gene can be obtained by a method described in Jima D D et al., 2010, Blood, Vol. 116, e118-e127. Also, “hsa-mir-4443” (miRBase Accession No. MI0016786, SEQ ID NO: 323) having a hairpin-like structure is known as a precursor of “hsa-miR-4443”.

The term “hsa-miR-3648 gene” or “hsa-miR-3648” used herein includes the hsa-miR-3648 gene (miRBase Accession No. MIMAT0018068) described in SEQ ID NO: 144, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-3648 gene can be obtained by a method described in Meiri E et al., 2010, Nucleic Acids Res, Vol. 38, p. 6234-6246. Also, “hsa-mir-3648” (miRBase Accession No. MI0016048, SEQ ID NO: 324) having a hairpin-like structure is known as a precursor of “hsa-miR-3648”.

The term “hsa-miR-149-3p gene” or “hsa-miR-149-3p” used herein includes the hsa-miR-149-3p gene (miRBase Accession No. MIMAT0004609) described in SEQ ID NO: 145, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-149-3p gene can be obtained by a method described in Lagos-Quintana M et al., 2002, Curr Biol, Vol. 12, p. 735-739. Also, “hsa-mir-149” (miRBase Accession No. MI0000478, SEQ ID NO: 325) having a hairpin-like structure is known as a precursor of “hsa-miR-149-3p”.

The term “hsa-miR-4689 gene” or “hsa-miR-4689” used herein includes the hsa-miR-4689 gene (miRBase Accession No. MIMAT0019778) described in SEQ ID NO: 146, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4689 gene can be obtained by a method described in Persson H et al., 2011, Cancer Res, Vol. 71, p. 78-86. Also, “hsa-mir-4689” (miRBase Accession No. MI0017322, SEQ ID NO: 326) having a hairpin-like structure is known as a precursor of “hsa-miR-4689”.

The term “hsa-miR-4763-3p gene” or “hsa-miR-4763-3p” used herein includes the hsa-miR-4763-3p gene (miRBase Accession No. MIMAT0019913) described in SEQ ID NO: 147, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4763-3p gene can be obtained by a method described in Persson H et al., 2011, Cancer Res, Vol. 71, p. 78-86. Also, “hsa-mir-4763” (miRBase Accession No. MI0017404, SEQ ID NO: 327) having a hairpin-like structure is known as a precursor of “hsa-miR-4763-3p”.

The term “hsa-miR-6729-5p gene” or “hsa-miR-6729-5p” used herein includes the hsa-miR-6729-5p gene (miRBase Accession No. MIMAT0027359) described in SEQ ID NO: 148, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6729-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6729” (miRBase Accession No. MI0022574, SEQ ID NO: 328) having a hairpin-like structure is known as a precursor of “hsa-miR-6729-5p”.

The term “hsa-miR-3196 gene” or “hsa-miR-3196” used herein includes the hsa-miR-3196 gene (miRBase Accession No. MIMAT0015080) described in SEQ ID NO: 149, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-3196 gene can be obtained by a method described in Stark M S et al., 2010, PLoS One, Vol. 5, e9685. Also, “hsa-mir-3196” (miRBase Accession No. MI0014241, SEQ ID NO: 329) having a hairpin-like structure is known as a precursor of “hsa-miR-3196”.

The term “hsa-miR-8069 gene” or “hsa-miR-8069” used herein includes the hsa-miR-8069 gene (miRBase Accession No. MIMAT0030996) described in SEQ ID NO: 150, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-8069 gene can be obtained by a method described in Wang H J et al., 2013, Shock, Vol. 39, p. 480-487. Also, “hsa-mir-8069” (miRBase Accession No. MI0025905, SEQ ID NO: 330) having a hairpin-like structure is known as a precursor of “hsa-miR-8069”.

The term “hsa-miR-1268a gene” or “hsa-miR-1268a” used herein includes the hsa-miR-1268a gene (miRBase Accession No. MIMAT0005922) described in SEQ ID NO: 151, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1268a gene can be obtained by a method described in Morin R D et al., 2008, Genome Res, Vol. 18, p. 610-621. Also, “hsa-mir-1268a” (miRBase Accession No. MI0006405, SEQ ID NO: 331) having a hairpin-like structure is known as a precursor of “hsa-miR-1268a”.

The term “hsa-miR-4739 gene” or “hsa-miR-4739” used herein includes the hsa-miR-4739 gene (miRBase Accession No. MIMAT0019868) described in SEQ ID NO: 152, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4739 gene can be obtained by a method described in Persson H et al., 2011, Cancer Res, Vol. 71, p. 78-86. Also, “hsa-mir-4739” (miRBase Accession No. MI0017377, SEQ ID NO: 332) having a hairpin-like structure is known as a precursor of “hsa-miR-4739”.

The term “hsa-miR-1268b gene” or “hsa-miR-1268b” used herein includes the hsa-miR-1268b gene (miRBase Accession No. MIMAT0018925) described in SEQ ID NO: 153, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1268b gene can be obtained by a method described in Jima D D et al., 2010, Blood, Vol. 116, e118-e127. Also, “hsa-mir-1268b” (miRBase Accession No. MI0016748, SEQ ID NO: 333) having a hairpin-like structure is known as a precursor of “hsa-miR-1268b”.

The term “hsa-miR-5698 gene” or “hsa-miR-5698” used herein includes the hsa-miR-5698 gene (miRBase Accession No. MIMAT0022491) described in SEQ ID NO: 154, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-5698 gene can be obtained by a method described in Watahiki A et al., 2011, PLoS One, Vol. 6, e24950. Also, “hsa-mir-5698” (miRBase Accession No. MI0019305, SEQ ID NO: 334) having a hairpin-like structure is known as a precursor of “hsa-miR-5698”.

The term “hsa-miR-6752-5p gene” or “hsa-miR-6752-5p” used herein includes the hsa-miR-6752-5p gene (miRBase Accession No. MIMAT0027404) described in SEQ ID NO: 155, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6752-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6752” (miRBase Accession No. MI0022597, SEQ ID NO: 335) having a hairpin-like structure is known as a precursor of “hsa-miR-6752-5p”.

The term “hsa-miR-4507 gene” or “hsa-miR-4507” used herein includes the hsa-miR-4507 gene (miRBase Accession No. MIMAT0019044) described in SEQ ID NO: 156, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4507 gene can be obtained by a method described in Jima D D et al., 2010, Blood, Vol. 116, e118-e127. Also, “hsa-mir-4507” (miRBase Accession No. MI0016871, SEQ ID NO: 336) having a hairpin-like structure is known as a precursor of “hsa-miR-4507”.

The term “hsa-miR-564 gene” or “hsa-miR-564” used herein includes the hsa-miR-564 gene (miRBase Accession No. MIMAT0003228) described in SEQ ID NO: 157, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-564 gene can be obtained by a method described in Cummins J M et al., 2006, Proc Natl Acad Sci USA, Vol. 103, p. 3687-3692. Also, “hsa-mir-564” (miRBase Accession No. MI0003570, SEQ ID NO: 337) having a hairpin-like structure is known as a precursor of “hsa-miR-564”.

The term “hsa-miR-4497 gene” or “hsa-miR-4497” used herein includes the hsa-miR-4497 gene (miRBase Accession No. MIMAT0019032) described in SEQ ID NO: 158, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4497 gene can be obtained by a method described in Jima D D et al., 2010, Blood, Vol. 116, e118-e127. Also, “hsa-mir-4497” (miRBase Accession No. MI0016859, SEQ ID NO: 338) having a hairpin-like structure is known as a precursor of “hsa-miR-4497”.

The term “hsa-miR-6877-5p gene” or “hsa-miR-6877-5p” used herein includes the hsa-miR-6877-5p gene (miRBase Accession No. MIMAT0027654) described in SEQ ID NO: 159, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6877-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6877” (miRBase Accession No. MI0022724, SEQ ID NO: 339) having a hairpin-like structure is known as a precursor of “hsa-miR-6877-5p”.

The term “hsa-miR-6087 gene” or “hsa-miR-6087” used herein includes the hsa-miR-6087 gene (miRBase Accession No. MIMAT0023712) described in SEQ ID NO: 160, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6087 gene can be obtained by a method described in Yoo J K et al., 2012, Stem Cells Dev, Vol. 21, p. 2049-2057. Also, “hsa-mir-6087” (miRBase Accession No. MI0020364, SEQ ID NO: 340) having a hairpin-like structure is known as a precursor of “hsa-miR-6087”.

The term “hsa-miR-4731-5p gene” or “hsa-miR-4731-5p” used herein includes the hsa-miR-4731-5p gene (miRBase Accession No. MIMAT0019853) described in SEQ ID NO: 161, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4731-5p gene can be obtained by a method described in Persson H et al., 2011, Cancer Res, Vol. 71, p. 78-86. Also, “hsa-mir-4731” (miRBase Accession No. MI0017368, SEQ ID NO: 341) having a hairpin-like structure is known as a precursor of “hsa-miR-4731-5p”.

The term “hsa-miR-615-5p gene” or “hsa-miR-615-5p” used herein includes the hsa-miR-615-5p gene (miRBase Accession No. MIMAT0004804) described in SEQ ID NO: 162, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-615-5p gene can be obtained by a method described in Cummins J M et al., 2006, Proc Natl Acad Sci USA, Vol. 103, p. 3687-3692. Also, “hsa-mir-615” (miRBase Accession No. MI0003628, SEQ ID NO: 342) having a hairpin-like structure is known as a precursor of “hsa-miR-615-5p”.

The term “hsa-miR-760 gene” or “hsa-miR-760” used herein includes the hsa-miR-760 gene (miRBase Accession No. MIMAT0004957) described in SEQ ID NO: 163, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-760 gene can be obtained by a method described in Berezikov E et al., 2006, Genome Res, Vol. 16, p. 1289-1298. Also, “hsa-mir-760” (miRBase Accession No. MI0005567, SEQ ID NO: 343) having a hairpin-like structure is known as a precursor of “hsa-miR-760”.

The term “hsa-miR-6891-5p gene” or “hsa-miR-6891-5p” used herein includes the hsa-miR-6891-5p gene (miRBase Accession No. MIMAT0027682) described in SEQ ID NO: 164, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6891-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6891” (miRBase Accession No. MI0022738, SEQ ID NO: 344) having a hairpin-like structure is known as a precursor of “hsa-miR-6891-5p”.

The term “hsa-miR-6887-5p gene” or “hsa-miR-6887-5p” used herein includes the hsa-miR-6887-5p gene (miRBase Accession No. MIMAT0027674) described in SEQ ID NO: 165, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6887-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6887” (miRBase Accession No. MI0022734, SEQ ID NO: 345) having a hairpin-like structure is known as a precursor of “hsa-miR-6887-5p”.

The term “hsa-miR-4525 gene” or “hsa-miR-4525” used herein includes the hsa-miR-4525 gene (miRBase Accession No. MIMAT0019064) described in SEQ ID NO: 166, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4525 gene can be obtained by a method described in Jima D D et al., 2010, Blood, Vol. 116, e118-e127. Also, “hsa-mir-4525” (miRBase Accession No. MI0016892, SEQ ID NO: 346) having a hairpin-like structure is known as a precursor of “hsa-miR-4525”.

The term “hsa-miR-1914-3p gene” or “hsa-miR-1914-3p” used herein includes the hsa-miR-1914-3p gene (miRBase Accession No. MIMAT0007890) described in SEQ ID NO: 167, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1914-3p gene can be obtained by a method described in Bar M et al., 2008, Stem Cells, Vol. 26, p. 2496-2505. Also, “hsa-mir-1914” (miRBase Accession No. MI0008335, SEQ ID NO: 347) having a hairpin-like structure is known as a precursor of “hsa-miR-1914-3p”.

The term “hsa-miR-619-5p gene” or “hsa-miR-619-5p” used herein includes the hsa-miR-619-5p gene (miRBase Accession No. MIMAT0026622) described in SEQ ID NO: 168, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-619-5p gene can be obtained by a method described in Cummins J M et al., 2006, Proc Natl Acad Sci USA, Vol. 103, p. 3687-3692. Also, “hsa-mir-619” (miRBase Accession No. MI0003633, SEQ ID NO: 348) having a hairpin-like structure is known as a precursor of “hsa-miR-619-5p”.

The term “hsa-miR-5001-5p gene” or “hsa-miR-5001-5p” used herein includes the hsa-miR-5001-5p gene (miRBase Accession No. MIMAT0021021) described in SEQ ID NO: 169, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-5001-5p gene can be obtained by a method described in Hansen T B et al., 2011, RNA Biol, Vol. 8, p. 378-383. Also, “hsa-mir-5001” (miRBase Accession No. MI0017867, SEQ ID NO: 349) having a hairpin-like structure is known as a precursor of “hsa-miR-5001-5p”.

The term “hsa-miR-6722-3p gene” or “hsa-miR-6722-3p” used herein includes the hsa-miR-6722-3p gene (miRBase Accession No. MIMAT0025854) described in SEQ ID NO: 170, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6722-3p gene can be obtained by a method described in Li Y et al., 2012, Gene, Vol. 497, p. 330-335. Also, “hsa-mir-6722” (miRBase Accession No. MI0022557, SEQ ID NO: 350) having a hairpin-like structure is known as a precursor of “hsa-miR-6722-3p”.

The term “hsa-miR-3621 gene” or “hsa-miR-3621” used herein includes the hsa-miR-3621 gene (miRBase Accession No. MIMAT0018002) described in SEQ ID NO: 171, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-3621 gene can be obtained by a method described in Witten D et al., 2010, BMC Biol, Vol. 8, p. 58. Also, “hsa-mir-3621” (miRBase Accession No. MI0016012, SEQ ID NO: 351) having a hairpin-like structure is known as a precursor of “hsa-miR-3621”.

The term “hsa-miR-4298 gene” or “hsa-miR-4298” used herein includes the hsa-miR-4298 gene (miRBase Accession No. MIMAT0016852) described in SEQ ID NO: 172, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4298 gene can be obtained by a method described in Goff L A et al., 2009, PLoS One, Vol. 4, e7192. Also, “hsa-mir-4298” (miRBase Accession No. MI0015830, SEQ ID NO: 352) having a hairpin-like structure is known as a precursor of “hsa-miR-4298”.

The term “hsa-miR-675-5p gene” or “hsa-miR-675-5p” used herein includes the hsa-miR-675-5p gene (miRBase Accession No. MIMAT0004284) described in SEQ ID NO: 173, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-675-5p gene can be obtained by a method described in Cai X et al., 2007, RNA, Vol. 13, p. 313-316. Also, “hsa-mir-675” (miRBase Accession No. MI0005416, SEQ ID NO: 353) having a hairpin-like structure is known as a precursor of “hsa-miR-675-5p”.

The term “hsa-miR-4655-5p gene” or “hsa-miR-4655-5p” used herein includes the hsa-miR-4655-5p gene (miRBase Accession No. MIMAT0019721) described in SEQ ID NO: 174, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4655-5p gene can be obtained by a method described in Persson H et al., 2011, Cancer Res, Vol. 71, p. 78-86. Also, “hsa-mir-4655” (miRBase Accession No. MI0017283, SEQ ID NO: 354) having a hairpin-like structure is known as a precursor of “hsa-miR-4655-5p”.

The term “hsa-miR-6073 gene” or “hsa-miR-6073” used herein includes the hsa-miR-6073 gene (miRBase Accession No. MIMAT0023698) described in SEQ ID NO: 561, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6073 gene can be obtained by a method described in Voellenkle C et al., 2012, RNA, Vol. 18, p. 472-484. Also, “hsa-mir-6073” (miRBase Accession No. MI0020350, SEQ ID NO: 580) having a hairpin-like structure is known as a precursor of “hsa-miR-6073”.

The term “hsa-miR-6845-5p gene” or “hsa-miR-6845-5p” used herein includes the hsa-miR-6845-5p gene (miRBase Accession No. MIMAT0027590) described in SEQ ID NO: 562, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6845-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6845” (miRBase Accession No. MI0022691, SEQ ID NO: 581) having a hairpin-like structure is known as a precursor of “hsa-miR-6845-5p”.

The term “hsa-miR-6769b-5p gene” or “hsa-miR-6769b-5p” used herein includes the hsa-miR-6769b-5p gene (miRBase Accession No. MIMAT0027620) described in SEQ ID NO: 563, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6769b-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6769b” (miRBase Accession No. MI0022706, SEQ ID NO: 582) having a hairpin-like structure is known as a precursor of “hsa-miR-6769b-5p”.

The term “hsa-miR-4665-3p gene” or “hsa-miR-4665-3p” used herein includes the hsa-miR-4665-3p gene (miRBase Accession No. MIMAT0019740) described in SEQ ID NO: 564, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4665-3p gene can be obtained by a method described in Persson H et al., 2011, Cancer Res, Vol. 71, p. 78-86. Also, “hsa-mir-4665” (miRBase Accession No. MI0017295, SEQ ID NO: 583) having a hairpin-like structure is known as a precursor of “hsa-miR-4665-3p”.

The term “hsa-miR-1913 gene” or “hsa-miR-1913” used herein includes the hsa-miR-1913 gene (miRBase Accession No. MIMAT0007888) described in SEQ ID NO: 565, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1913 gene can be obtained by a method described in Bar M et al., 2008, Stem Cells, Vol. 26, p. 2496-2505. Also, “hsa-mir-1913” (miRBase Accession No. MI0008334, SEQ ID NO: 584) having a hairpin-like structure is known as a precursor of “hsa-miR-1913”.

The term “hsa-miR-1228-3p gene” or “hsa-miR-1228-3p” used herein includes the hsa-miR-1228-3p gene (miRBase Accession No. MIMAT0005583) described in SEQ ID NO: 566, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1228-3p gene can be obtained by a method described in Berezikov E et al., 2007, Mol Cell, Vol. 28, p. 328-336. Also, “hsa-mir-1228” (miRBase Accession No. MI0006318, SEQ ID NO: 311) having a hairpin-like structure is known as a precursor of “hsa-miR-1228-3p”.

The term “hsa-miR-940 gene” or “hsa-miR-940” used herein includes the hsa-miR-940 gene (miRBase Accession No. MIMAT0004983) described in SEQ ID NO: 567, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-940 gene can be obtained by a method described in Lui W O et al., 2007, Cancer Res, Vol. 67, p. 6031-6043. Also, “hsa-mir-940” (miRBase Accession No. MI0005762, SEQ ID NO: 585) having a hairpin-like structure is known as a precursor of “hsa-miR-940”.

The term “hsa-miR-296-3p gene” or “hsa-miR-296-3p” used herein includes the hsa-miR-296-3p gene (miRBase Accession No. MIMAT0004679) described in SEQ ID NO: 568, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-296-3p gene can be obtained by a method described in Houbaviy H B et al., 2003, Dev Cell, Vol. 5, p. 351-358. Also, “hsa-mir-296” (miRBase Accession No. MI0000747, SEQ ID NO: 586) having a hairpin-like structure is known as a precursor of “hsa-miR-296-3p”.

The term “hsa-miR-4690-5p gene” or “hsa-miR-4690-5p” used herein includes the hsa-miR-4690-5p gene (miRBase Accession No. MIMAT0019779) described in SEQ ID NO: 569, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4690-5p gene can be obtained by a method described in Persson H et al., 2011, Cancer Res, Vol. 71, p. 78-86. Also, “hsa-mir-4690” (miRBase Accession No. MI0017323, SEQ ID NO: 587) having a hairpin-like structure is known as a precursor of “hsa-miR-4690-5p”.

The term “hsa-miR-548q gene” or “hsa-miR-548q” used herein includes the hsa-miR-548q gene (miRBase Accession No. MIMAT0011163) described in SEQ ID NO: 570, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-548q gene can be obtained by a method described in Wyman S K et al., 2009, PLoS One., Vol. 4, e5311. Also, “hsa-mir-548q” (miRBase Accession No. MI0010637, SEQ ID NO: 588) having a hairpin-like structure is known as a precursor of “hsa-miR-548q”.

The term “hsa-miR-663a gene” or “hsa-miR-663a” used herein includes the hsa-miR-663a gene (miRBase Accession No. MIMAT0003326) described in SEQ ID NO: 571, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-663a gene can be obtained by a method described in Cummins J M et al., 2006, Proc Natl Acad Sci USA, Vol. 103, p. 3687-3692. Also, “hsa-mir-663a” (miRBase Accession No. MI0003672, SEQ ID NO: 589) having a hairpin-like structure is known as a precursor of “hsa-miR-663a”.

The term “hsa-miR-1249 gene” or “hsa-miR-1249” used herein includes the hsa-miR-1249 gene (miRBase Accession No. MIMAT0005901) described in SEQ ID NO: 572, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1249 gene can be obtained by a method described in Morin R D et al., 2008, Genome Res, Vol. 18, p. 610-621. Also, “hsa-mir-1249” (miRBase Accession No. MI0006384, SEQ ID NO: 590) having a hairpin-like structure is known as a precursor of “hsa-miR-1249”.

The term “hsa-miR-1202 gene” or “hsa-miR-1202” used herein includes the hsa-miR-1202 gene (miRBase Accession No. MIMAT0005865) described in SEQ ID NO: 573, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1202 gene can be obtained by a method described in Marton S et al., 2008, Leukemia, Vol. 22, p. 330-338. Also, “hsa-mir-1202” (miRBase Accession No. MI0006334, SEQ ID NO: 591) having a hairpin-like structure is known as a precursor of “hsa-miR-1202”.

The term “hsa-miR-7113-3p gene” or “hsa-miR-7113-3p” used herein includes the hsa-miR-7113-3p gene (miRBase Accession No. MIMAT0028124) described in SEQ ID NO: 574, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-7113-3p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-7113” (miRBase Accession No. MI0022964, SEQ ID NO: 592) having a hairpin-like structure is known as a precursor of “hsa-miR-7113-3p”.

The term “hsa-miR-1225-3p gene” or “hsa-miR-1225-3p” used herein includes the hsa-miR-1225-3p gene (miRBase Accession No. MIMAT0005573) described in SEQ ID NO: 575, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1225-3p gene can be obtained by a method described in Berezikov E et al., 2007, Mol Cell, Vol. 28, p. 328-336. Also, “hsa-mir-1225” (miRBase Accession No. MI0006311, SEQ ID NO: 307) having a hairpin-like structure is known as a precursor of “hsa-miR-1225-3p”.

The term “hsa-miR-4783-3p gene” or “hsa-miR-4783-3p” used herein includes the hsa-miR-4783-3p gene (miRBase Accession No. MIMAT0019947) described in SEQ ID NO: 576, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4783-3p gene can be obtained by a method described in Persson H et al., 2011, Cancer Res, Vol. 71, p. 78-86. Also, “hsa-mir-4783” (miRBase Accession No. MI0017428, SEQ ID NO: 593) having a hairpin-like structure is known as a precursor of “hsa-miR-4783-3p”.

The term “hsa-miR-4448 gene” or “hsa-miR-4448” used herein includes the hsa-miR-4448 gene (miRBase Accession No. MIMAT0018967) described in SEQ ID NO: 577, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4448 gene can be obtained by a method described in Jima D D et al., 2010, Blood, Vol. 116, e118-e127. Also, “hsa-mir-4448” (miRBase Accession No. MI0016791, SEQ ID NO: 594) having a hairpin-like structure is known as a precursor of “hsa-miR-4448”.

The term “hsa-miR-4534 gene” or “hsa-miR-4534” used herein includes the hsa-miR-4534 gene (miRBase Accession No. MIMAT0019073) described in SEQ ID NO: 578, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4534 gene can be obtained by a method described in Jima D D et al., 2010, Blood, Vol. 116, e118-e127. Also, “hsa-mir-4534” (miRBase Accession No. MI0016901, SEQ ID NO: 595) having a hairpin-like structure is known as a precursor of “hsa-miR-4534”.

The term “hsa-miR-1307-3p gene” or “hsa-miR-1307-3p” used herein includes the hsa-miR-1307-3p gene (miRBase Accession No. MIMAT0005951) described in SEQ ID NO: 579, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1307-3p gene can be obtained by a method described in Morin R D et al., 2008, Genome Res, Vol. 18, p. 610-621. Also, “hsa-mir-1307” (miRBase Accession No. MI0006444, SEQ ID NO: 596) having a hairpin-like structure is known as a precursor of “hsa-miR-1307-3p”.

A mature miRNA may become a variant due to the sequence cleaved shorter or longer by one to several upstream or downstream nucleotides or nucleotide substitution when cut out as the mature miRNA from its RNA precursor having a hairpin-like structure. This variant is called isomiR (Morin R D. et al., 2008, Genome Res., Vol. 18, p. 610-621). The miRBase Release 20 shows the nucleotide sequences represented by SEQ ID NOs: 1 to 174 and 561 to 579 as well as a large number of the nucleotide sequence variants and fragments represented by SEQ ID NOs: 355 to 560 and 597 to 618, called isomiRs. These variants can also be obtained as miRNAs having a nucleotide sequence represented by any of SEQ ID NOs: 1 to 174 and 561 to 579. Specifically, among the variants of polynucleotides consisting of the nucleotide sequence represented by any of SEQ ID NOs: 5, 8, 9, 11, 18, 20, 22, 23, 24, 28, 29, 30, 32, 34, 37, 40, 41, 47, 48, 49, 51, 52, 53, 56, 58, 59, 60, 61, 63, 64, 65, 66, 67, 69, 72, 73, 75, 78, 79, 80, 81, 82, 85, 88, 89, 91, 92, 95, 96, 103, 104, 105, 106, 107, 108, 109, 110, 112, 113, 114, 117, 118, 120, 123, 124, 125, 126, 128, 129, 130, 131, 132, 133, 134, 135, 136, 138, 139, 142, 143, 144, 145, 146, 147, 149, 151, 152, 153, 154, 156, 157, 158, 160, 161, 162, 163, 166, 167, 168, 169, 172, 173, 174, 565, 566, 567, 568, 569, 571, 572, 573, 576, 577, 579, or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t in the nucleotide sequence, examples of the longest variants registered in the miRBase Release 20 include polynucleotides represented by SEQ ID NOs: 355, 357, 359, 361, 363, 365, 367, 369, 371, 373, 375, 377, 379, 381, 383, 385, 387, 389, 391, 393, 395, 397, 399, 401, 403, 405, 407, 409, 411, 413, 415, 417, 419, 421, 423, 425, 427, 429, 431, 433, 435, 437, 439, 441, 443, 445, 447, 449, 451, 453, 455, 457, 459, 461, 463, 465, 467, 469, 471, 473, 475, 477, 479, 481, 483, 485, 487, 489, 491, 493, 495, 497, 499, 501, 503, 505, 507, 509, 511, 513, 515, 517, 519, 521, 523, 525, 527, 529, 531, 533, 535, 537, 539, 541, 543, 545, 547, 549, 551, 553, 555, 557, 559, 597, 599, 601, 603, 605, 607, 609, 611, 613, 615 and 617, respectively.

Also, among the variants of polynucleotides consisting of a nucleotide sequence represented by any of SEQ ID NOs: 5, 8, 9, 11, 18, 20, 22, 23, 24, 28, 29, 30, 32, 34, 37, 40, 41, 47, 48, 49, 51, 52, 53, 56, 58, 59, 60, 61, 63, 64, 65, 66, 67, 69, 72, 73, 75, 78, 79, 80, 81, 82, 85, 88, 89, 91, 92, 95, 96, 103, 104, 105, 106, 107, 108, 109, 110, 112, 113, 114, 117, 118, 120, 123, 124, 125, 126, 128, 129, 130, 131, 132, 133, 134, 135, 136, 138, 139, 142, 143, 144, 145, 146, 147, 149, 151, 152, 153, 154, 156, 157, 158, 160, 161, 162, 163, 166, 167, 168, 169, 172, 173, 174, 565, 566, 567, 568, 569, 571, 572, 573, 576, 577, 579 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t in the nucleotide sequence, examples of the shortest variants registered in the miRBase Release 20 include polynucleotides having sequences represented by SEQ ID NOs: 356, 358, 360, 362, 364, 366, 368, 370, 372, 374, 376, 378, 380, 382, 384, 386, 388, 390, 392, 394, 396, 398, 400, 402, 404, 406, 408, 410, 412, 414, 416, 418, 420, 422, 424, 426, 428, 430, 432, 434, 436, 438, 440, 442, 444, 446, 448, 450, 452, 454, 456, 458, 460, 462, 464, 466, 468, 470, 472, 474, 476, 478, 480, 482, 484, 486, 488, 490, 492, 494, 496, 498, 500, 502, 504, 506, 508, 510, 512, 514, 516, 518, 520, 522, 524, 526, 528, 530, 532, 534, 536, 538, 540, 542, 544, 546, 548, 550, 552, 554, 556, 558, 560, 598, 600, 602, 604, 606, 608, 610, 612, 614, 616 and 618, respectively.

In addition to these variants and fragments, examples thereof include a large number of isomiR polynucleotides of SEQ ID NOs: 1 to 174 and 561 to 579 registered in miRBase.

Examples of the polynucleotide comprising a nucleotide sequence represented by any of SEQ ID NOs: 1 to 174 and 561 to 579 include a polynucleotide represented by any of SEQ ID NOs: 175 to 354 and 579 to 596, which are their respective precursors.

The names and miRBase Accession Nos. (registration numbers) of the genes represented by SEQ ID NOs: 1 to 618 are shown in Table 1.

As used herein, the term “capable of specifically binding” means that the nucleic acid probe or the primer used in the present invention binds to a particular target nucleic acid and cannot substantially bind to other nucleic acids.

TABLE 1 miRBase SEQ ID NO: Gene name registration No. 1 hsa-miR-6768-5p MIMAT0027436 2 hsa-miR-6836-3p MIMAT0027575 3 hsa-miR-6782-5p MIMAT0027464 4 hsa-miR-3663-3p MIMAT0018085 5 hsa-miR-1908-3p MIMAT0026916 6 hsa-miR-6726-5p MIMAT0027353 7 hsa-miR-4258 MIMAT0016879 8 hsa-miR-1343-3p MIMAT0019776 9 hsa-miR-4516 MIMAT0019053 10 hsa-miR-6875-5p MIMAT0027650 11 hsa-miR-4651 MIMAT0019715 12 hsa-miR-6825-5p MIMAT0027550 13 hsa-miR-6840-3p MIMAT0027583 14 hsa-miR-6780b-5p MIMAT0027572 15 hsa-miR-6749-5p MIMAT0027398 16 hsa-miR-8063 MIMAT0030990 17 hsa-miR-6784-5p MIMAT0027468 18 hsa-miR-3679-5p MIMAT0018104 19 hsa-miR-3184-5p MIMAT0015064 20 hsa-miR-663b MIMAT0005867 21 hsa-miR-6880-5p MIMAT0027660 22 hsa-miR-1908-5p MIMAT0007881 23 hsa-miR-92a-2-5p MIMAT0004508 24 hsa-miR-7975 MIMAT0031178 25 hsa-miR-7110-5p MIMAT0028117 26 hsa-miR-6842-5p MIMAT0027586 27 hsa-miR-6857-5p MIMAT0027614 28 hsa-miR-5572 MIMAT0022260 29 hsa-miR-3197 MIMAT0015082 30 hsa-miR-6131 MIMAT0024615 31 hsa-miR-6889-5p MIMAT0027678 32 hsa-miR-4454 MIMAT0018976 33 hsa-miR-1199-5p MIMAT0031119 34 hsa-miR-1247-3p MIMAT0022721 35 hsa-miR-6800-5p MIMAT0027500 36 hsa-miR-6872-3p MIMAT0027645 37 hsa-miR-4649-5p MIMAT0019711 38 hsa-miR-6791-5p MIMAT0027482 39 hsa-miR-4433b-3p MIMAT0030414 40 hsa-miR-3135b MIMAT0018985 41 hsa-miR-128-2-5p MIMAT0031095 42 hsa-miR-4675 MIMAT0019757 43 hsa-miR-4472 MIMAT0018999 44 hsa-miR-6785-5p MIMAT0027470 45 hsa-miR-6741-5p MIMAT0027383 46 hsa-miR-7977 MIMAT0031180 47 hsa-miR-3665 MIMAT0018087 48 hsa-miR-128-1-5p MIMAT0026477 49 hsa-miR-4286 MIMAT0016916 50 hsa-miR-6765-3p MIMAT0027431 51 hsa-miR-4632-5p MIMAT0022977 52 hsa-miR-365a-5p MIMAT0009199 53 hsa-miR-6088 MIMAT0023713 54 hsa-miR-6816-5p MIMAT0027532 55 hsa-miR-6885-5p MIMAT0027670 56 hsa-miR-711 MIMAT0012734 57 hsa-miR-6765-5p MIMAT0027430 58 hsa-miR-3180 MIMAT0018178 59 hsa-miR-4442 MIMAT0018960 60 hsa-miR-4792 MIMAT0019964 61 hsa-miR-6721-5p MIMAT0025852 62 hsa-miR-6798-5p MIMAT0027496 63 hsa-miR-3162-5p MIMAT0015036 64 hsa-miR-6126 MIMAT0024599 65 hsa-miR-4758-5p MIMAT0019903 66 hsa-miR-2392 MIMAT0019043 67 hsa-miR-486-3p MIMAT0004762 68 hsa-miR-6727-5p MIMAT0027355 69 hsa-miR-4728-5p MIMAT0019849 70 hsa-miR-6746-5p MIMAT0027392 71 hsa-miR-4270 MIMAT0016900 72 hsa-miR-3940-5p MIMAT0019229 73 hsa-miR-4725-3p MIMAT0019844 74 hsa-miR-7108-5p MIMAT0028113 75 hsa-miR-3656 MIMAT0018076 76 hsa-miR-6879-5p MIMAT0027658 77 hsa-miR-6738-5p MIMAT0027377 78 hsa-miR-1260a MIMAT0005911 79 hsa-miR-4446-3p MIMAT0018965 80 hsa-miR-3131 MIMAT0014996 81 hsa-miR-4463 MIMAT0018987 82 hsa-miR-3185 MIMAT0015065 83 hsa-miR-6870-5p MIMAT0027640 84 hsa-miR-6779-5p MIMAT0027458 85 hsa-miR-1273g-3p MIMAT0022742 86 hsa-miR-8059 MIMAT0030986 87 hsa-miR-4697-5p MIMAT0019791 88 hsa-miR-4674 MIMAT0019756 89 hsa-miR-4433-3p MIMAT0018949 90 hsa-miR-4257 MIMAT0016878 91 hsa-miR-1915-5p MIMAT0007891 92 hsa-miR-4417 MIMAT0018929 93 hsa-miR-1343-5p MIMAT0027038 94 hsa-miR-6781-5p MIMAT0027462 95 hsa-miR-4695-5p MIMAT0019788 96 hsa-miR-1237-5p MIMAT0022946 97 hsa-miR-6775-5p MIMAT0027450 98 hsa-miR-7845-5p MIMAT0030420 99 hsa-miR-4746-3p MIMAT0019881 100 hsa-miR-7641 MIMAT0029782 101 hsa-miR-7847-3p MIMAT0030422 102 hsa-miR-6806-5p MIMAT0027512 103 hsa-miR-4467 MIMAT0018994 104 hsa-miR-4726-5p MIMAT0019845 105 hsa-miR-4648 MIMAT0019710 106 hsa-miR-6089 MIMAT0023714 107 hsa-miR-1260b MIMAT0015041 108 hsa-miR-4532 MIMAT0019071 109 hsa-miR-5195-3p MIMAT0021127 110 hsa-miR-3188 MIMAT0015070 111 hsa-miR-6848-5p MIMAT0027596 112 hsa-miR-1233-5p MIMAT0022943 113 hsa-miR-6717-5p MIMAT0025846 114 hsa-miR-3195 MIMAT0015079 115 hsa-miR-6757-5p MIMAT0027414 116 hsa-miR-8072 MIMAT0030999 117 hsa-miR-4745-5p MIMAT0019878 118 hsa-miR-6511a-5p MIMAT0025478 119 hsa-miR-6776-5p MIMAT0027452 120 hsa-miR-371a-5p MIMAT0004687 121 hsa-miR-1227-5p MIMAT0022941 122 hsa-miR-7150 MIMAT0028211 123 hsa-miR-1915-3p MIMAT0007892 124 hsa-miR-187-5p MIMAT0004561 125 hsa-miR-614 MIMAT0003282 126 hsa-miR-19b-3p MIMAT0000074 127 hsa-miR-1225-5p MIMAT0005572 128 hsa-miR-451a MIMAT0001631 129 hsa-miR-939-5p MIMAT0004982 130 hsa-miR-223-3p MIMAT0000280 131 hsa-miR-1228-5p MIMAT0005582 132 hsa-miR-125a-3p MIMAT0004602 133 hsa-miR-92b-5p MIMAT0004792 134 hsa-miR-22-3p MIMAT0000077 135 hsa-miR-4271 MIMAT0016901 136 hsa-miR-642b-3p MIMAT0018444 137 hsa-miR-6075 MIMAT0023700 138 hsa-miR-6125 MIMAT0024598 139 hsa-miR-887-3p MIMAT0004951 140 hsa-miR-6851-5p MIMAT0027602 141 hsa-miR-6763-5p MIMAT0027426 142 hsa-miR-3928-3p MIMAT0018205 143 hsa-miR-4443 MIMAT0018961 144 hsa-miR-3648 MIMAT0018068 145 hsa-miR-149-3p MIMAT0004609 146 hsa-miR-4689 MIMAT0019778 147 hsa-miR-4763-3p MIMAT0019913 148 hsa-miR-6729-5p MIMAT0027359 149 hsa-miR-3196 MIMAT0015080 150 hsa-miR-8069 MIMAT0030996 151 hsa-miR-1268a MIMAT0005922 152 hsa-miR-4739 MIMAT0019868 153 hsa-miR-1268b MIMAT0018925 154 hsa-miR-5698 MIMAT0022491 155 hsa-miR-6752-5p MIMAT0027404 156 hsa-miR-4507 MIMAT0019044 157 hsa-miR-564 MIMAT0003228 158 hsa-miR-4497 MIMAT0019032 159 hsa-miR-6877-5p MIMAT0027654 160 hsa-miR-6087 MIMAT0023712 161 hsa-miR-4731-5p MIMAT0019853 162 hsa-miR-615-5p MIMAT0004804 163 hsa-miR-760 MIMAT0004957 164 hsa-miR-6891-5p MIMAT0027682 165 hsa-miR-6887-5p MIMAT0027674 166 hsa-miR-4525 MIMAT0019064 167 hsa-miR-1914-3p MIMAT0007890 168 hsa-miR-619-5p MIMAT0026622 169 hsa-miR-5001-5p MIMAT0021021 170 hsa-miR-6722-3p MIMAT0025854 171 hsa-miR-3621 MIMAT0018002 172 hsa-miR-4298 MIMAT0016852 173 hsa-miR-675-5p MIMAT0004284 174 hsa-miR-4655-5p MIMAT0019721 175 hsa-mir-6768 MI0022613 176 hsa-mir-6836 MI0022682 177 hsa-mir-6782 MI0022627 178 hsa-mir-3663 MI0016064 179 hsa-mir-1908 MI0008329 180 hsa-mir-6726 MI0022571 181 hsa-mir-4258 MI0015857 182 hsa-mir-1343 MI0017320 183 hsa-mir-4516 MI0016882 184 hsa-mir-6875 MI0022722 185 hsa-mir-4651 MI0017279 186 hsa-mir-6825 MI0022670 187 hsa-mir-6840 MI0022686 188 hsa-mir-6780b MI0022681 189 hsa-mir-6749 MI0022594 190 hsa-mir-8063 MI0025899 191 hsa-mir-6784 MI0022629 192 hsa-mir-3679 MI0016080 193 hsa-mir-3184 MI0014226 194 hsa-mir-663b MI0006336 195 hsa-mir-6880 MI0022727 196 hsa-mir-92a-2 MI0000094 197 hsa-mir-7975 MI0025751 198 hsa-mir-7110 MI0022961 199 hsa-mir-6842 MI0022688 200 hsa-mir-6857 MI0022703 201 hsa-mir-5572 MI0019117 202 hsa-mir-3197 MI0014245 203 hsa-mir-6131 MI0021276 204 hsa-mir-6889 MI0022736 205 hsa-mir-4454 MI0016800 206 hsa-mir-1199 MI0020340 207 hsa-mir-1247 MI0006382 208 hsa-mir-6800 MI0022645 209 hsa-mir-6872 MI0022719 210 hsa-mir-4649 MI0017276 211 hsa-mir-6791 MI0022636 212 hsa-mir-4433b MI0025511 213 hsa-mir-3135b MI0016809 214 hsa-mir-128-2 MI0000727 215 hsa-mir-4675 MI0017306 216 hsa-mir-4472-1 MI0016823 217 hsa-mir-4472-2 MI0016824 218 hsa-mir-6785 MI0022630 219 hsa-mir-6741 MI0022586 220 hsa-mir-7977 MI0025753 221 hsa-mir-3665 MI0016066 222 hsa-mir-128-1 MI0000447 223 hsa-mir-4286 MI0015894 224 hsa-mir-6765 MI0022610 225 hsa-mir-4632 MI0017259 226 hsa-mir-365a MI0000767 227 hsa-mir-6088 MI0020365 228 hsa-mir-6816 MI0022661 229 hsa-mir-6885 MI0022732 230 hsa-mir-711 MI0012488 231 hsa-mir-3180-4 MI0016408 232 hsa-mir-3180-5 MI0016409 233 hsa-mir-4442 MI0016785 234 hsa-mir-4792 MI0017439 235 hsa-mir-6721 MI0022556 236 hsa-mir-6798 MI0022643 237 hsa-mir-3162 MI0014192 238 hsa-mir-6126 MI0021260 239 hsa-mir-4758 MI0017399 240 hsa-mir-2392 MI0016870 241 hsa-mir-486 MI0002470 242 hsa-mir-486-2 MI0023622 243 hsa-mir-6727 MI0022572 244 hsa-mir-4728 MI0017365 245 hsa-mir-6746 MI0022591 246 hsa-mir-4270 MI0015878 247 hsa-mir-3940 MI0016597 248 hsa-mir-4725 MI0017362 249 hsa-mir-7108 MI0022959 250 hsa-mir-3656 MI0016056 251 hsa-mir-6879 MI0022726 252 hsa-mir-6738 MI0022583 253 hsa-mir-1260a MI0006394 254 hsa-mir-4446 MI0016789 255 hsa-mir-3131 MI0014151 256 hsa-mir-4463 MI0016811 257 hsa-mir-3185 MI0014227 258 hsa-mir-6870 MI0022717 259 hsa-mir-6779 MI0022624 260 hsa-mir-1273g MI0018003 261 hsa-mir-8059 MI0025895 262 hsa-mir-4697 MI0017330 263 hsa-mir-4674 MI0017305 264 hsa-mir-4433 MI0016773 265 hsa-mir-4257 MI0015856 266 hsa-mir-1915 MI0008336 267 hsa-mir-4417 MI0016753 268 hsa-mir-6781 MI0022626 269 hsa-mir-4695 MI0017328 270 hsa-mir-1237 MI0006327 271 hsa-mir-6775 MI0022620 272 hsa-mir-7845 MI0025515 273 hsa-mir-4746 MI0017385 274 hsa-mir-7641-1 MI0024975 275 hsa-mir-7641-2 MI0024976 276 hsa-mir-7847 MI0025517 277 hsa-mir-6806 MI0022651 278 hsa-mir-4467 MI0016818 279 hsa-mir-4726 MI0017363 280 hsa-mir-4648 MI0017275 281 hsa-mir-6089-1 MI0020366 282 hsa-mir-6089-2 MI0023563 283 hsa-mir-1260b MI0014197 284 hsa-mir-4532 MI0016899 285 hsa-mir-5195 MI0018174 286 hsa-mir-3188 MI0014232 287 hsa-mir-6848 MI0022694 288 hsa-mir-1233-1 MI0006323 289 hsa-mir-1233-2 MI0015973 290 hsa-mir-6717 MI0022551 291 hsa-mir-3195 MI0014240 292 hsa-mir-6757 MI0022602 293 hsa-mir-8072 MI0025908 294 hsa-mir-4745 MI0017384 295 hsa-mir-6511a-1 MI0022223 296 hsa-mir-6511a-2 MI0023564 297 hsa-mir-6511a-3 MI0023565 298 hsa-mir-6511a-4 MI0023566 299 hsa-mir-6776 MI0022621 300 hsa-mir-371a MI0000779 301 hsa-mir-1227 MI0006316 302 hsa-mir-7150 MI0023610 303 hsa-mir-187 MI0000274 304 hsa-mir-614 MI0003627 305 hsa-mir-19b-1 MI0000074 306 hsa-mir-19b-2 MI0000075 307 hsa-mir-1225 MI0006311 308 hsa-mir-451a MI0001729 309 hsa-mir-939 MI0005761 310 hsa-mir-223 MI0000300 311 hsa-mir-1228 MI0006318 312 hsa-mir-125a MI0000469 313 hsa-mir-92b MI0003560 314 hsa-mir-22 MI0000078 315 hsa-mir-4271 MI0015879 316 hsa-mir-642b MI0016685 317 hsa-mir-6075 MI0020352 318 hsa-mir-6125 MI0021259 319 hsa-mir-887 MI0005562 320 hsa-mir-6851 MI0022697 321 hsa-mir-6763 MI0022608 322 hsa-mir-3928 MI0016438 323 hsa-mir-4443 MI0016786 324 hsa-mir-3648 MI0016048 325 hsa-mir-149 MI0000478 326 hsa-mir-4689 MI0017322 327 hsa-mir-4763 MI0017404 328 hsa-mir-6729 MI0022574 329 hsa-mir-3196 MI0014241 330 hsa-mir-8069 MI0025905 331 hsa-mir-1268a MI0006405 332 hsa-mir-4739 MI0017377 333 hsa-mir-1268b MI0016748 334 hsa-mir-5698 MI0019305 335 hsa-mir-6752 MI0022597 336 hsa-mir-4507 MI0016871 337 hsa-mir-564 MI0003570 338 hsa-mir-4497 MI0016859 339 hsa-mir-6877 MI0022724 340 hsa-mir-6087 MI0020364 341 hsa-mir-4731 MI0017368 342 hsa-mir-615 MI0003628 343 hsa-mir-760 MI0005567 344 hsa-mir-6891 MI0022738 345 hsa-mir-6887 MI0022734 346 hsa-mir-4525 MI0016892 347 hsa-mir-1914 MI0008335 348 hsa-mir-619 MI0003633 349 hsa-mir-5001 MI0017867 350 hsa-mir-6722 MI0022557 351 hsa-mir-3621 MI0016012 352 hsa-mir-4298 MI0015830 353 hsa-mir-675 MI0005416 354 hsa-mir-4655 MI0017283 355 isomiR example 1 of SEQ ID NO: 5 — 356 isomiR example 2 of SEQ ID NO: 5 — 357 isomiR example 1 of SEQ ID NO: 8 — 358 isomiR example 2 of SEQ ID NO: 8 — 359 isomiR example 1 of SEQ ID NO: 9 — 360 isomiR example 2 of SEQ ID NO: 9 — 361 isomiR example 1 of SEQ ID NO: 11 — 362 isomiR example 2 of SEQ ID NO: 11 — 363 isomiR example 1 of SEQ ID NO: 18 — 364 isomiR example 2 of SEQ ID NO: 18 — 365 isomiR example 1 of SEQ ID NO: 20 — 366 isomiR example 2 of SEQ ID NO: 20 — 367 isomiR example 1 of SEQ ID NO: 22 — 368 isomiR example 2 of SEQ ID NO: 22 — 369 isomiR example 1 of SEQ ID NO: 23 — 370 isomiR example 2 of SEQ ID NO: 23 — 371 isomiR example 1 of SEQ ID NO: 24 — 372 isomiR example 2 of SEQ ID NO: 24 — 373 isomiR example 1 of SEQ ID NO: 28 — 374 isomiR example 2 of SEQ ID NO: 28 — 375 isomiR example 1 of SEQ ID NO: 29 — 376 isomiR example 2 of SEQ ID NO: 29 — 377 isomiR example 1 of SEQ ID NO: 30 — 378 isomiR example 2 of SEQ ID NO: 30 — 379 isomiR example 1 of SEQ ID NO: 32 — 380 isomiR example 2 of SEQ ID NO: 32 — 381 isomiR example 1 of SEQ ID NO: 34 — 382 isomiR example 2 of SEQ ID NO: 34 — 383 isomiR example 1 of SEQ ID NO: 37 — 384 isomiR example 2 of SEQ ID NO: 37 — 385 isomiR example 1 of SEQ ID NO: 40 — 386 isomiR example 2 of SEQ ID NO: 40 — 387 isomiR example 1 of SEQ ID NO: 41 — 388 isomiR example 2 of SEQ ID NO: 41 — 389 isomiR example 1 of SEQ ID NO: 47 — 390 isomiR example 2 of SEQ ID NO: 47 — 391 isomiR example 1 of SEQ ID NO: 48 — 392 isomiR example 2 of SEQ ID NO: 48 — 393 isomiR example 1 of SEQ ID NO: 49 — 394 isomiR example 2 of SEQ ID NO: 49 — 395 isomiR example 1 of SEQ ID NO: 51 — 396 isomiR example 2 of SEQ ID NO: 51 — 397 isomiR example 1 of SEQ ID NO: 52 — 398 isomiR example 2 of SEQ ID NO: 52 — 399 isomiR example 1 of SEQ ID NO: 53 — 400 isomiR example 2 of SEQ ID NO: 53 — 401 isomiR example 1 of SEQ ID NO: 56 — 402 isomiR example 2 of SEQ ID NO: 56 — 403 isomiR example 1 of SEQ ID NO: 58 — 404 isomiR example 2 of SEQ ID NO: 58 — 405 isomiR example 1 of SEQ ID NO: 59 — 406 isomiR example 2 of SEQ ID NO: 59 — 407 isomiR example 1 of SEQ ID NO: 60 — 408 isomiR example 2 of SEQ ID NO: 60 — 409 isomiR example 1 of SEQ ID NO: 61 — 410 isomiR example 2 of SEQ ID NO: 61 — 411 isomiR example 1 of SEQ ID NO: 63 — 412 isomiR example 2 of SEQ ID NO: 63 — 413 isomiR example 1 of SEQ ID NO: 64 — 414 isomiR example 2 of SEQ ID NO: 64 — 415 isomiR example 1 of SEQ ID NO: 65 — 416 isomiR example 2 of SEQ ID NO: 65 — 417 isomiR example 1 of SEQ ID NO: 66 — 418 isomiR example 2 of SEQ ID NO: 66 — 419 isomiR example 1 of SEQ ID NO: 67 — 420 isomiR example 2 of SEQ ID NO: 67 — 421 isomiR example 1 of SEQ ID NO: 69 — 422 isomiR example 2 of SEQ ID NO: 69 — 423 isomiR example 1 of SEQ ID NO: 72 — 424 isomiR example 2 of SEQ ID NO: 72 — 425 isomiR example 1 of SEQ ID NO: 73 — 426 isomiR example 2 of SEQ ID NO: 73 — 427 isomiR example 1 of SEQ ID NO: 75 — 428 isomiR example 2 of SEQ ID NO: 75 — 429 isomiR example 1 of SEQ ID NO: 78 — 430 isomiR example 2 of SEQ ID NO: 78 — 431 isomiR example 1 of SEQ ID NO: 79 — 432 isomiR example 2 of SEQ ID NO: 79 — 433 isomiR example 1 of SEQ ID NO: 80 — 434 isomiR example 2 of SEQ ID NO: 80 — 435 isomiR example 1 of SEQ ID NO: 81 — 436 isomiR example 2 of SEQ ID NO: 81 — 437 isomiR example 1 of SEQ ID NO: 82 — 438 isomiR example 2 of SEQ ID NO: 82 — 439 isomiR example 1 of SEQ ID NO: 85 — 440 isomiR example 2 of SEQ ID NO: 85 — 441 isomiR example 1 of SEQ ID NO: 88 — 442 isomiR example 2 of SEQ ID NO: 88 — 443 isomiR example 1 of SEQ ID NO: 89 — 444 isomiR example 2 of SEQ ID NO: 89 — 445 isomiR example 1 of SEQ ID NO: 91 — 446 isomiR example 2 of SEQ ID NO: 91 — 447 isomiR example 1 of SEQ ID NO: 92 — 448 isomiR example 2 of SEQ ID NO: 92 — 449 isomiR example 1 of SEQ ID NO: 95 — 450 isomiR example 2 of SEQ ID NO: 95 — 451 isomiR example 1 of SEQ ID NO: 96 — 452 isomiR example 2 of SEQ ID NO: 96 — 453 isomiR example 1 of SEQ ID NO: 103 — 454 isomiR example 2 of SEQ ID NO: 103 — 455 isomiR example 1 of SEQ ID NO: 104 — 456 isomiR example 2 of SEQ ID NO: 104 — 457 isomiR example 1 of SEQ ID NO: 105 — 458 isomiR example 2 of SEQ ID NO: 105 — 459 isomiR example 1 of SEQ ID NO: 106 — 460 isomiR example 2 of SEQ ID NO: 106 — 461 isomiR example 1 of SEQ ID NO: 107 — 462 isomiR example 2 of SEQ ID NO: 107 — 463 isomiR example 1 of SEQ ID NO: 108 — 464 isomiR example 2 of SEQ ID NO: 108 — 465 isomiR example 1 of SEQ ID NO: 109 — 466 isomiR example 2 of SEQ ID NO: 109 — 467 isomiR example 1 of SEQ ID NO: 110 — 468 isomiR example 2 of SEQ ID NO: 110 — 469 isomiR example 1 of SEQ ID NO: 112 — 470 isomiR example 2 of SEQ ID NO: 112 — 471 isomiR example 1 of SEQ ID NO: 113 — 472 isomiR example 2 of SEQ ID NO: 113 — 473 isomiR example 1 of SEQ ID NO: 114 — 474 isomiR example 2 of SEQ ID NO: 114 — 475 isomiR example 1 of SEQ ID NO: 117 — 476 isomiR example 2 of SEQ ID NO: 117 — 477 isomiR example 1 of SEQ ID NO: 118 — 478 isomiR example 2 of SEQ ID NO: 118 — 479 isomiR example 1 of SEQ ID NO: 120 — 480 isomiR example 2 of SEQ ID NO: 120 — 481 isomiR example 1 of SEQ ID NO: 123 — 482 isomiR example 2 of SEQ ID NO: 123 — 483 isomiR example 1 of SEQ ID NO: 124 — 484 isomiR example 2 of SEQ ID NO: 124 — 485 isomiR example 1 of SEQ ID NO: 125 — 486 isomiR example 2 of SEQ ID NO: 125 — 487 isomiR example 1 of SEQ ID NO: 126 — 488 isomiR example 2 of SEQ ID NO: 126 — 489 isomiR example 1 of SEQ ID NO: 128 — 490 isomiR example 2 of SEQ ID NO: 128 — 491 isomiR example 1 of SEQ ID NO: 129 — 492 isomiR example 2 of SEQ ID NO: 129 — 493 isomiR example 1 of SEQ ID NO: 130 — 494 isomiR example 2 of SEQ ID NO: 130 — 495 isomiR example 1 of SEQ ID NO: 131 — 496 isomiR example 2 of SEQ ID NO: 131 — 497 isomiR example 1 of SEQ ID NO: 132 — 498 isomiR example 2 of SEQ ID NO: 132 — 499 isomiR example 1 of SEQ ID NO: 133 — 500 isomiR example 2 of SEQ ID NO: 133 — 501 isomiR example 1 of SEQ ID NO: 134 — 502 isomiR example 2 of SEQ ID NO: 134 — 503 isomiR example 1 of SEQ ID NO: 135 — 504 isomiR example 2 of SEQ ID NO: 135 — 505 isomiR example 1 of SEQ ID NO: 136 — 506 isomiR example 2 of SEQ ID NO: 136 — 507 isomiR example 1 of SEQ ID NO: 138 — 508 isomiR example 2 of SEQ ID NO: 138 — 509 isomiR example 1 of SEQ ID NO: 139 — 510 isomiR example 2 of SEQ ID NO: 139 — 511 isomiR example 1 of SEQ ID NO: 142 — 512 isomiR example 2 of SEQ ID NO: 142 — 513 isomiR example 1 of SEQ ID NO: 143 — 514 isomiR example 2 of SEQ ID NO: 143 — 515 isomiR example 1 of SEQ ID NO: 144 — 516 isomiR example 2 of SEQ ID NO: 144 — 517 isomiR example 1 of SEQ ID NO: 145 — 518 isomiR example 2 of SEQ ID NO: 145 — 519 isomiR example 1 of SEQ ID NO: 146 — 520 isomiR example 2 of SEQ ID NO: 146 — 521 isomiR example 1 of SEQ ID NO: 147 — 522 isomiR example 2 of SEQ ID NO: 147 — 523 isomiR example 1 of SEQ ID NO: 149 — 524 isomiR example 2 of SEQ ID NO: 149 — 525 isomiR example 1 of SEQ ID NO: 151 — 526 isomiR example 2 of SEQ ID NO: 151 — 527 isomiR example 1 of SEQ ID NO: 152 — 528 isomiR example 2 of SEQ ID NO: 152 — 529 isomiR example 1 of SEQ ID NO: 153 — 530 isomiR example 2 of SEQ ID NO: 153 — 531 isomiR example 1 of SEQ ID NO: 154 — 532 isomiR example 2 of SEQ ID NO: 154 — 533 isomiR example 1 of SEQ ID NO: 156 — 534 isomiR example 2 of SEQ ID NO: 156 — 535 isomiR example 1 of SEQ ID NO: 157 — 536 isomiR example 2 of SEQ ID NO: 157 — 537 isomiR example 1 of SEQ ID NO: 158 — 538 isomiR example 2 of SEQ ID NO: 158 — 539 isomiR example 1 of SEQ ID NO: 160 — 540 isomiR example 2 of SEQ ID NO: 160 — 541 isomiR example 1 of SEQ ID NO: 161 — 542 isomiR example 2 of SEQ ID NO: 161 — 543 isomiR example 1 of SEQ ID NO: 162 — 544 isomiR example 2 of SEQ ID NO: 162 — 545 isomiR example 1 of SEQ ID NO: 163 — 546 isomiR example 2 of SEQ ID NO: 163 — 547 isomiR example 1 of SEQ ID NO: 166 — 548 isomiR example 2 of SEQ ID NO: 166 — 549 isomiR example 1 of SEQ ID NO: 167 — 550 isomiR example 2 of SEQ ID NO: 167 — 551 isomiR example 1 of SEQ ID NO: 168 — 552 isomiR example 2 of SEQ ID NO: 168 — 553 isomiR example 1 of SEQ ID NO: 169 — 554 isomiR example 2 of SEQ ID NO: 169 — 555 isomiR example 1 of SEQ ID NO: 172 — 556 isomiR example 2 of SEQ ID NO: 172 — 557 isomiR example 1 of SEQ ID NO: 173 — 558 isomiR example 2 of SEQ ID NO: 173 — 559 isomiR example 1 of SEQ ID NO: 174 — 560 isomiR example 2 of SEQ ID NO: 174 — 561 hsa-miR-6073 MIMAT0023698 562 hsa-miR-6845-5p MIMAT0027590 563 hsa-miR-6769b-5p MIMAT0027620 564 hsa-miR-4665-3p MIMAT0019740 565 hsa-miR-1913 MIMAT0007888 566 hsa-miR-1228-3p MIMAT0005583 567 hsa-miR-940 MIMAT0004983 568 hsa-miR-296-3p MIMAT0004679 569 hsa-miR-4690-5p MIMAT0019779 570 hsa-miR-548q MIMAT0011163 571 hsa-miR-663a MIMAT0003326 572 hsa-miR-1249 MIMAT0005901 573 hsa-miR-1202 MIMAT0005865 574 hsa-miR-7113-3p MIMAT0028124 575 hsa-miR-1225-3p MIMAT0005573 576 hsa-miR-4783-3p MIMAT0019947 577 hsa-miR-4448 MIMAT0018967 578 hsa-miR-4534 MIMAT0019073 579 hsa-miR-1307-3p MIMAT0005951 580 hsa-mir-6073 MI0020350 581 hsa-mir-6845 MI0022691 582 hsa-mir-6769b MI0022706 583 hsa-mir-4665 MI0017295 584 hsa-mir-1913 MI0008334 585 hsa-mir-940 MI0005762 586 hsa-mir-296 MI0000747 587 hsa-mir-4690 MI0017323 588 hsa-mir-548q MI0010637 589 hsa-mir-663a MI0003672 590 hsa-mir-1249 MI0006384 591 hsa-mir-1202 MI0006334 592 hsa-mir-7113 MI0022964 593 hsa-mir-4783 MI0017428 594 hsa-mir-4448 MI0016791 595 hsa-mir-4534 MI0016901 596 hsa-mir-1307 MI0006444 597 isomiR example 1 of SEQ ID NO: 565 — 598 isomiR example 2 of SEQ ID NO: 565 — 599 isomiR example 1 of SEQ ID NO: 566 — 600 isomiR example 2 of SEQ ID NO: 566 — 601 isomiR example 1 of SEQ ID NO: 567 — 602 isomiR example 2 of SEQ ID NO: 567 — 603 isomiR example 1 of SEQ ID NO: 568 — 604 isomiR example 2 of SEQ ID NO: 568 — 605 isomiR example 1 of SEQ ID NO: 569 — 606 isomiR example 2 of SEQ ID NO: 569 — 607 isomiR example 1 of SEQ ID NO: 571 — 608 isomiR example 2 of SEQ ID NO: 571 — 609 isomiR example 1 of SEQ ID NO: 572 — 610 isomiR example 2 of SEQ ID NO: 572 — 611 isomiR example 1 of SEQ ID NO: 573 — 612 isomiR example 2 of SEQ ID NO: 573 — 613 isomiR example 1 of SEQ ID NO: 576 — 614 isomiR example 2 of SEQ ID NO: 576 — 615 isomiR example 1 of SEQ ID NO: 577 — 616 isomiR example 2 of SEQ ID NO: 577 — 617 isomiR example 1 of SEQ ID NO: 579 — 618 isomiR example 2 of SEQ ID NO: 579 —

The present specification encompasses the contents described in the specification and/or drawings of Japanese Patent Application No. 2014-125561 on which the priority of the present application is based.

Advantageous Effects of Invention

According to the present invention, lung cancer can be detected easily and in high accuracy.

For example, the presence or absence of lung cancer in a patient can be easily detected by using, as an index, the expression level measurement values of several miRNAs in blood, serum, and/or plasma of the patient, which can be collected with limited invasiveness.

BRIEF DESCRIPTION OF DRAWINGS

FIG. 1 This figure shows the relationship between the nucleotide sequences of hsa-miR-1908-5p represented by SEQ ID NO: 22 and hsa-miR-1908-3p represented by SEQ ID NO: 5, which are produced from a precursor hsa-mir-1908 represented by SEQ ID NO: 179.

FIG. 2 Left diagram: the expression level measurement values of hsa-miR-6768-5p (SEQ ID NO: 1) in healthy subjects (100 persons) and lung cancer patients (17 persons) selected as a training cohort were each plotted on the ordinate. The horizontal line in the diagram depicts a threshold (10.08) that was optimized by Fisher's discriminant analysis and discriminated between the two groups. Right diagram: the expression level measurement values of hsa-miR-6768-5p (SEQ ID NO: 1) in healthy subjects (50 persons) and lung cancer patients (8 persons) selected as a validation cohort were each plotted on the ordinate. The horizontal line in the diagram depicts the threshold (10.08) that was set in the training cohort and discriminated between the two groups.

FIG. 3 Left diagram: the expression level measurement values of hsa-miR-6768-5p (SEQ ID NO: 1) in healthy subjects (100 persons, circles) and lung cancer patients (17 persons, triangles) selected as a training cohort were each plotted on the abscissa against their expression level measurement values of hsa-miR-6836-3p (SEQ ID NO: 2) on the ordinate. The line in the diagram depicts a discriminant function (0=−1.42x+y+4.7) that was optimized by Fisher's discriminant analysis and discriminated between the two groups. Right diagram: the expression level measurement values of hsa-miR-6768-5p (SEQ ID NO: 1) in healthy subjects (50 persons, circles) and lung cancer patients (8 persons, triangles) selected as a validation cohort were each plotted on the abscissa against their expression level measurement values of hsa-miR-6836-3p (SEQ ID NO: 2) on the ordinate. The line in the diagram depicts the threshold (0=−1.42x+y+4.7) that was set in the training cohort and discriminated between the two groups.

FIG. 4 FIG. 4A: a discriminant (−1.86×hsa-miR-6768-5p−0.68×hsa-miR-19b-3p+0.43×hsa-miR-6073−0.87×hsa-miR-6717-5p+25.68) was prepared by use of Fisher's discriminant analysis from the expression level measurement values of hsa-miR-6768-5p (SEQ ID NO: 1), hsa-miR-6717-5p (SEQ ID NO: 113), hsa-miR-19b-3p (SEQ ID NO: 126), and hsa-miR-6073 (SEQ ID NO: 561) in 17 lung cancer patients, 99 healthy subjects, 75 pancreatic cancer patients, 62 biliary tract cancer patients, 32 colorectal cancer patients, 35 stomach cancer patients, 32 esophageal cancer patients, 33 liver cancer patients, and 13 benign pancreaticobiliary disease patients selected as a training cohort, and discriminant scores obtained from the discriminant were plotted on the ordinate against the sample groups on the abscissa. The dotted line in the diagram depicts a discriminant boundary that offered a discriminant score of 0 and discriminated between the two groups. FIG. 4B: discriminant scores obtained from the discriminant prepared in the training cohort as to the expression level measurement values of hsa-miR-6768-5p (SEQ ID NO: 1), hsa-miR-6717-5p (SEQ ID NO: 113), hsa-miR-19b-3p (SEQ ID NO: 126), and hsa-miR-6073 (SEQ ID NO: 561) in 8 lung cancer patients, 51 healthy subjects, 23 pancreatic cancer patients, 38 biliary tract cancer patients, 18 colorectal cancer patients, 15 stomach cancer patients, 18 esophageal cancer patients, 19 liver cancer patients, and 8 benign pancreaticobiliary disease patients selected as a validation cohort were plotted on the ordinate against the sample groups on the abscissa. The dotted line in the diagram depicts the discriminant boundary that offered a discriminant score of 0 and discriminated between the two groups.

DESCRIPTION OF EMBODIMENTS

Hereinafter, the present invention will be described further specifically.

1. Target Nucleic Acid for Lung Cancer

A primary target nucleic acid used as a lung cancer marker for detecting the presence and/or absence of lung cancer or lung cancer cells using the nucleic acid probe or the primer for the detection of lung cancer defined above according to the present invention can be at least one or more miRNA(s) selected from the group consisting of hsa-miR-6768-5p, hsa-miR-6836-3p, hsa-miR-6782-5p, hsa-miR-3663-3p, hsa-miR-1908-3p, hsa-miR-6726-5p, hsa-miR-4258, hsa-miR-1343-3p, hsa-miR-4516, hsa-miR-6875-5p, hsa-miR-4651, hsa-miR-6825-5p, hsa-miR-6840-3p, hsa-miR-6780b-5p, hsa-miR-6749-5p, hsa-miR-8063, hsa-miR-6784-5p, hsa-miR-3679-5p, hsa-miR-3184-5p, hsa-miR-663b, hsa-miR-6880-5p, hsa-miR-1908-5p, hsa-miR-92a-2-5p, hsa-miR-7975, hsa-miR-7110-5p, hsa-miR-6842-5p, hsa-miR-6857-5p, hsa-miR-5572, hsa-miR-3197, hsa-miR-6131, hsa-miR-6889-5p, hsa-miR-4454, hsa-miR-1199-5p, hsa-miR-1247-3p, hsa-miR-6800-5p, hsa-miR-6872-3p, hsa-miR-4649-5p, hsa-miR-6791-5p, hsa-miR-4433b-3p, hsa-miR-3135b, hsa-miR-128-2-5p, hsa-miR-4675, hsa-miR-4472, hsa-miR-6785-5p, hsa-miR-6741-5p, hsa-miR-7977, hsa-miR-3665, hsa-miR-128-1-5p, hsa-miR-4286, hsa-miR-6765-3p, hsa-miR-4632-5p, hsa-miR-365a-5p, hsa-miR-6088, hsa-miR-6816-5p, hsa-miR-6885-5p, hsa-miR-711, hsa-miR-6765-5p, hsa-miR-3180, hsa-miR-4442, hsa-miR-4792, hsa-miR-6721-5p, hsa-miR-6798-5p, hsa-miR-3162-5p, hsa-miR-6126, hsa-miR-4758-5p, hsa-miR-2392, hsa-miR-486-3p, hsa-miR-6727-5p, hsa-miR-4728-5p, hsa-miR-6746-5p, hsa-miR-4270, hsa-miR-3940-5p, hsa-miR-4725-3p, hsa-miR-7108-5p, hsa-miR-3656, hsa-miR-6879-5p, hsa-miR-6738-5p, hsa-miR-1260a, hsa-miR-4446-3p, hsa-miR-3131, hsa-miR-4463, hsa-miR-3185, hsa-miR-6870-5p, hsa-miR-6779-5p, hsa-miR-1273g-3p, hsa-miR-8059, hsa-miR-4697-5p, hsa-miR-4674, hsa-miR-4433-3p, hsa-miR-4257, hsa-miR-1915-5p, hsa-miR-4417, hsa-miR-1343-5p, hsa-miR-6781-5p, hsa-miR-4695-5p, hsa-miR-1237-5p, hsa-miR-6775-5p, hsa-miR-7845-5p, hsa-miR-4746-3p, hsa-miR-7641, hsa-miR-7847-3p, hsa-miR-6806-5p, hsa-miR-4467, hsa-miR-4726-5p, hsa-miR-4648, hsa-miR-6089, hsa-miR-1260b, hsa-miR-4532, hsa-miR-5195-3p, hsa-miR-3188, hsa-miR-6848-5p, hsa-miR-1233-5p, hsa-miR-6717-5p, hsa-miR-3195, hsa-miR-6757-5p, hsa-miR-8072, hsa-miR-4745-5p, hsa-miR-6511a-5p, hsa-miR-6776-5p, hsa-miR-371a-5p, hsa-miR-1227-5p, hsa-miR-7150, hsa-miR-1915-3p, hsa-miR-187-5p, hsa-miR-614, hsa-miR-1225-5p, hsa-miR-451a, hsa-miR-939-5p, hsa-miR-223-3p, hsa-miR-125a-3p, hsa-miR-92b-5p, hsa-miR-22-3p, hsa-miR-6073, hsa-miR-6845-5p, hsa-miR-6769b-5p, hsa-miR-4665-3p, hsa-miR-1913, hsa-miR-1228-3p, hsa-miR-940, hsa-miR-296-3p, hsa-miR-4690-5p, hsa-miR-548q, hsa-miR-663a, hsa-miR-1249, hsa-miR-1202, hsa-miR-7113-3p, hsa-miR-1225-3p, hsa-miR-4783-3p, hsa-miR-4448 and hsa-miR-4534. Furthermore, at least one or more miRNA(s) selected from the group consisting of other lung cancer markers that can be combined with these miRNAs, i.e., hsa-miR-19b-3p, hsa-miR-1228-5p, and hsa-miR-1307-3p, can also be preferably used as a target nucleic acid. Moreover, at least one or more miRNA(s) selected from the group consisting of other lung cancer markers that can be combined with these miRNAs, i.e., hsa-miR-4271, hsa-miR-642b-3p, hsa-miR-6075, hsa-miR-6125, hsa-miR-887-3p, hsa-miR-6851-5p, hsa-miR-6763-5p, hsa-miR-3928-3p, hsa-miR-4443, hsa-miR-3648, hsa-miR-149-3p, hsa-miR-4689, hsa-miR-4763-3p, hsa-miR-6729-5p, hsa-miR-3196, hsa-miR-8069, hsa-miR-1268a, hsa-miR-4739, hsa-miR-1268b, hsa-miR-5698, hsa-miR-6752-5p, hsa-miR-4507, hsa-miR-564, hsa-miR-4497, hsa-miR-6877-5p, hsa-miR-6087, hsa-miR-4731-5p, hsa-miR-615-5p, hsa-miR-760, hsa-miR-6891-5p, hsa-miR-6887-5p, hsa-miR-4525, hsa-miR-1914-3p, hsa-miR-619-5p, hsa-miR-5001-5p, hsa-miR-6722-3p, hsa-miR-3621, hsa-miR-4298, hsa-miR-675-5p and hsa-miR-4655-5p can also be preferably used as a target nucleic acid.

These miRNAs include, for example, a human gene comprising a nucleotide sequence represented by any of SEQ ID NOs: 1 to 174 and 561 to 579 (i.e., hsa-miR-6768-5p, hsa-miR-6836-3p, hsa-miR-6782-5p, hsa-miR-3663-3p, hsa-miR-1908-3p, hsa-miR-6726-5p, hsa-miR-4258, hsa-miR-1343-3p, hsa-miR-4516, hsa-miR-6875-5p, hsa-miR-4651, hsa-miR-6825-5p, hsa-miR-6840-3p, hsa-miR-6780b-5p, hsa-miR-6749-5p, hsa-miR-8063, hsa-miR-6784-5p, hsa-miR-3679-5p, hsa-miR-3184-5p, hsa-miR-663b, hsa-miR-6880-5p, hsa-miR-1908-5p, hsa-miR-92a-2-5p, hsa-miR-7975, hsa-miR-7110-5p, hsa-miR-6842-5p, hsa-miR-6857-5p, hsa-miR-5572, hsa-miR-3197, hsa-miR-6131, hsa-miR-6889-5p, hsa-miR-4454, hsa-miR-1199-5p, hsa-miR-1247-3p, hsa-miR-6800-5p, hsa-miR-6872-3p, hsa-miR-4649-5p, hsa-miR-6791-5p, hsa-miR-4433b-3p, hsa-miR-3135b, hsa-miR-128-2-5p, hsa-miR-4675, hsa-miR-4472, hsa-miR-6785-5p, hsa-miR-6741-5p, hsa-miR-7977, hsa-miR-3665, hsa-miR-128-1-5p, hsa-miR-4286, hsa-miR-6765-3p, hsa-miR-4632-5p, hsa-miR-365a-5p, hsa-miR-6088, hsa-miR-6816-5p, hsa-miR-6885-5p, hsa-miR-711, hsa-miR-6765-5p, hsa-miR-3180, hsa-miR-4442, hsa-miR-4792, hsa-miR-6721-5p, hsa-miR-6798-5p, hsa-miR-3162-5p, hsa-miR-6126, hsa-miR-4758-5p, hsa-miR-2392, hsa-miR-486-3p, hsa-miR-6727-5p, hsa-miR-4728-5p, hsa-miR-6746-5p, hsa-miR-4270, hsa-miR-3940-5p, hsa-miR-4725-3p, hsa-miR-7108-5p, hsa-miR-3656, hsa-miR-6879-5p, hsa-miR-6738-5p, hsa-miR-1260a, hsa-miR-4446-3p, hsa-miR-3131, hsa-miR-4463, hsa-miR-3185, hsa-miR-6870-5p, hsa-miR-6779-5p, hsa-miR-1273g-3p, hsa-miR-8059, hsa-miR-4697-5p, hsa-miR-4674, hsa-miR-4433-3p, hsa-miR-4257, hsa-miR-1915-5p, hsa-miR-4417, hsa-miR-1343-5p, hsa-miR-6781-5p, hsa-miR-4695-5p, hsa-miR-1237-5p, hsa-miR-6775-5p, hsa-miR-7845-5p, hsa-miR-4746-3p, hsa-miR-7641, hsa-miR-7847-3p, hsa-miR-6806-5p, hsa-miR-4467, hsa-miR-4726-5p, hsa-miR-4648, hsa-miR-6089, hsa-miR-1260b, hsa-miR-4532, hsa-miR-5195-3p, hsa-miR-3188, hsa-miR-6848-5p, hsa-miR-1233-5p, hsa-miR-6717-5p, hsa-miR-3195, hsa-miR-6757-5p, hsa-miR-8072, hsa-miR-4745-5p, hsa-miR-6511a-5p, hsa-miR-6776-5p, hsa-miR-371a-5p, hsa-miR-1227-5p, hsa-miR-7150, hsa-miR-1915-3p, hsa-miR-187-5p, hsa-miR-614, hsa-miR-19b-3p, hsa-miR-1225-5p, hsa-miR-451a, hsa-miR-939-5p, hsa-miR-223-3p, hsa-miR-1228-5p, hsa-miR-125a-3p, hsa-miR-92b-5p, hsa-miR-22-3p, hsa-miR-6073, hsa-miR-6845-5p, hsa-miR-6769b-5p, hsa-miR-4665-3p, hsa-miR-1913, hsa-miR-1228-3p, hsa-miR-940, hsa-miR-296-3p, hsa-miR-4690-5p, hsa-miR-548q, hsa-miR-663a, hsa-miR-1249, hsa-miR-1202, hsa-miR-7113-3p, hsa-miR-1225-3p, hsa-miR-4783-3p, hsa-miR-4448 and hsa-miR-4534, hsa-miR-1307-3p, hsa-miR-4271, hsa-miR-642b-3p, hsa-miR-6075, hsa-miR-6125, hsa-miR-887-3p, hsa-miR-6851-5p, hsa-miR-6763-5p, hsa-miR-3928-3p, hsa-miR-4443, hsa-miR-3648, hsa-miR-149-3p, hsa-miR-4689, hsa-miR-4763-3p, hsa-miR-6729-5p, hsa-miR-3196, hsa-miR-8069, hsa-miR-1268a, hsa-miR-4739, hsa-miR-1268b, hsa-miR-5698, hsa-miR-6752-5p, hsa-miR-4507, hsa-miR-564, hsa-miR-4497, hsa-miR-6877-5p, hsa-miR-6087, hsa-miR-4731-5p, hsa-miR-615-5p, hsa-miR-760, hsa-miR-6891-5p, hsa-miR-6887-5p, hsa-miR-4525, hsa-miR-1914-3p, hsa-miR-619-5p, hsa-miR-5001-5p, hsa-miR-6722-3p, hsa-miR-3621, hsa-miR-4298, hsa-miR-675-5p and hsa-miR-4655-5p, respectively), a congener thereof, a transcript thereof, and a variant or a derivative thereof. In this context, the gene, the congener, the transcript, the variant, and the derivative are as defined above.

The target nucleic acid is preferably a human gene comprising a nucleotide sequence represented by any of SEQ ID NOs: 1 to 618 or a transcript thereof, more preferably the transcript, i.e., a miRNA or its precursor RNA (pri-miRNA or pre-miRNA).

The first target gene is the hsa-miR-6768-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The second target gene is the hsa-miR-6836-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The third target gene is the hsa-miR-6782-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The fourth target gene is the hsa-miR-3663-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The fifth target gene is the hsa-miR-1908-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The sixth target gene is the hsa-miR-6726-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The seventh target gene is the hsa-miR-4258 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The eighth target gene is the hsa-miR-1343-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The ninth target gene is the hsa-miR-4516 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 10th target gene is the hsa-miR-6875-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 11th target gene is the hsa-miR-4651 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 12th target gene is the hsa-miR-6825-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 13th target gene is the hsa-miR-6840-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 14th target gene is the hsa-miR-6780b-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 15th target gene is the hsa-miR-6749-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 16th target gene is the hsa-miR-8063 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 17th target gene is the hsa-miR-6784-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 18th target gene is the hsa-miR-3679-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 19th target gene is the hsa-miR-3184-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 20th target gene is the hsa-miR-663b gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 21st target gene is the hsa-miR-6880-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 22nd target gene is the hsa-miR-1908-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 23rd target gene is the hsa-miR-92a-2-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 24th target gene is the hsa-miR-7975 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 25th target gene is the hsa-miR-7110-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 26th target gene is the hsa-miR-6842-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 27th target gene is the hsa-miR-6857-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 28th target gene is the hsa-miR-5572 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 29th target gene is the hsa-miR-3197 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 30th target gene is the hsa-miR-6131 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 31st target gene is the hsa-miR-6889-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 32nd target gene is the hsa-miR-4454 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 33rd target gene is the hsa-miR-1199-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 34th target gene is the hsa-miR-1247-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 35th target gene is the hsa-miR-6800-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 36th target gene is the hsa-miR-6872-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 37th target gene is the hsa-miR-4649-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 38th target gene is the hsa-miR-6791-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 39th target gene is the hsa-miR-4433b-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 40th target gene is the hsa-miR-3135b gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 41st target gene is the hsa-miR-128-2-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 42nd target gene is the hsa-miR-4675 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 43rd target gene is the hsa-miR-4472 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 44th target gene is the hsa-miR-6785-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 45th target gene is the hsa-miR-6741-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 46th target gene is the hsa-miR-7977 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 47th target gene is the hsa-miR-3665 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 48th target gene is the hsa-miR-128-1-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 49th target gene is the hsa-miR-4286 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 50th target gene is the hsa-miR-6765-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 51st target gene is the hsa-miR-4632-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 52nd target gene is the hsa-miR-365a-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 53rd target gene is the hsa-miR-6088 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 54th target gene is the hsa-miR-6816-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 55th target gene is the hsa-miR-6885-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 56th target gene is the hsa-miR-711 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 57th target gene is the hsa-miR-6765-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 58th target gene is the hsa-miR-3180 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 59th target gene is the hsa-miR-4442 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 60th target gene is the hsa-miR-4792 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 61st target gene is the hsa-miR-6721-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 62nd target gene is the hsa-miR-6798-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 63rd target gene is the hsa-miR-3162-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 64th target gene is the hsa-miR-6126 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 65th target gene is the hsa-miR-4758-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 66th target gene is the hsa-miR-2392 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 67th target gene is the hsa-miR-486-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 68th target gene is the hsa-miR-6727-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 69th target gene is the hsa-miR-4728-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 70th target gene is the hsa-miR-6746-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 71st target gene is the hsa-miR-4270 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 72nd target gene is the hsa-miR-3940-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 73rd target gene is the hsa-miR-4725-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 74th target gene is the hsa-miR-7108-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 75th target gene is the hsa-miR-3656 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 76th target gene is the hsa-miR-6879-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 77th target gene is the hsa-miR-6738-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 78th target gene is the hsa-miR-1260a gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 79th target gene is the hsa-miR-4446-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 80th target gene is the hsa-miR-3131 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 81st target gene is the hsa-miR-4463 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 82nd target gene is the hsa-miR-3185 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 83rd target gene is the hsa-miR-6870-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 84th target gene is the hsa-miR-6779-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 85th target gene is the hsa-miR-1273g-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 86th target gene is the hsa-miR-8059 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 87th target gene is the hsa-miR-4697-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 88th target gene is the hsa-miR-4674 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 89th target gene is the hsa-miR-4433-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 90th target gene is the hsa-miR-4257 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 91st target gene is the hsa-miR-1915-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 92nd target gene is the hsa-miR-4417 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 93rd target gene is the hsa-miR-1343-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 94th target gene is the hsa-miR-6781-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 95th target gene is the hsa-miR-4695-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 96th target gene is the hsa-miR-1237-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 97th target gene is the hsa-miR-6775-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 98th target gene is the hsa-miR-7845-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 99th target gene is the hsa-miR-4746-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 100th target gene is the hsa-miR-7641 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 101st target gene is the hsa-miR-7847-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 102nd target gene is the hsa-miR-6806-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 103rd target gene is the hsa-miR-4467 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 104th target gene is the hsa-miR-4726-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 105th target gene is the hsa-miR-4648 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 106th target gene is the hsa-miR-6089 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 107th target gene is the hsa-miR-1260b gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 108th target gene is the hsa-miR-4532 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 109th target gene is the hsa-miR-5195-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 110th target gene is the hsa-miR-3188 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 111st target gene is the hsa-miR-6848-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 112nd target gene is the hsa-miR-1233-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 113rd target gene is the hsa-miR-6717-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 114th target gene is the hsa-miR-3195 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 115th target gene is the hsa-miR-6757-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 116th target gene is the hsa-miR-8072 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 117th target gene is the hsa-miR-4745-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 118th target gene is the hsa-miR-6511a-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 119th target gene is the hsa-miR-6776-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 120th target gene is the hsa-miR-371a-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 121st target gene is the hsa-miR-1227-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 122nd target gene is the hsa-miR-7150 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 123rd target gene is the hsa-miR-1915-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 124th target gene is the hsa-miR-187-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 125th target gene is the hsa-miR-614 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 126th target gene is the hsa-miR-19b-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. The previously known report shows that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer (Patent Literature 1).

The 127th target gene is the hsa-miR-1225-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 128th target gene is the hsa-miR-451a gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 129th target gene is the hsa-miR-939-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 130th target gene is the hsa-miR-223-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 131st target gene is the hsa-miR-1228-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. The previously known report shows that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer (Patent Literature 2).

The 132nd target gene is the hsa-miR-125a-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 133rd target gene is the hsa-miR-92b-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 134th target gene is the hsa-miR-22-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 135th target gene is the hsa-miR-4271 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 136th target gene is the hsa-miR-642b-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 137th target gene is the hsa-miR-6075 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 138th target gene is the hsa-miR-6125 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 139th target gene is the hsa-miR-887-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 140th target gene is the hsa-miR-6851-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 141st target gene is the hsa-miR-6763-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 142nd target gene is the hsa-miR-3928-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 143rd target gene is the hsa-miR-4443 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 144th target gene is the hsa-miR-3648 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 145th target gene is the hsa-miR-149-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 146th target gene is the hsa-miR-4689 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 147th target gene is the hsa-miR-4763-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 148th target gene is the hsa-miR-6729-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 149th target gene is the hsa-miR-3196 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 150th target gene is the hsa-miR-8069 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 151st target gene is the hsa-miR-1268a gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer (Patent Literature 2).

The 152nd target gene is the hsa-miR-4739 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 153rd target gene is the hsa-miR-1268b gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 154th target gene is the hsa-miR-5698 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 155th target gene is the hsa-miR-6752-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 156th target gene is the hsa-miR-4507 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 157th target gene is the hsa-miR-564 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 158th target gene is the hsa-miR-4497 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 159th target gene is the hsa-miR-6877-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 160th target gene is the hsa-miR-6087 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 161st target gene is the hsa-miR-4731-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 162nd target gene is the hsa-miR-615-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 163rd target gene is the hsa-miR-760 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 164th target gene is the hsa-miR-6891-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 165th target gene is the hsa-miR-6887-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 166th target gene is the hsa-miR-4525 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 167th target gene is the hsa-miR-1914-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 168th target gene is the hsa-miR-619-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 169th target gene is the hsa-miR-5001-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 170th target gene is the hsa-miR-6722-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 171st target gene is the hsa-miR-3621 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 172nd target gene is the hsa-miR-4298 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 173rd target gene is the hsa-miR-675-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 174th target gene is the hsa-miR-4655-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 175th target gene is the hsa-miR-6073 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 176th target gene is the hsa-miR-6845-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 177th target gene is the hsa-miR-6769b-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 178th target gene is the hsa-miR-4665-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 179th target gene is the hsa-miR-1913 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 180th target gene is the hsa-miR-1228-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 181st target gene is the hsa-miR-940 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 182nd target gene is the hsa-miR-296-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 183rd target gene is the hsa-miR-4690-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 184th target gene is the hsa-miR-548q gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 185th target gene is the hsa-miR-663a gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 186th target gene is the hsa-miR-1249 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 187th target gene is the hsa-miR-1202 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 188th target gene is the hsa-miR-7113-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 189th target gene is the hsa-miR-1225-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 190th target gene is the hsa-miR-4783-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 191st target gene is the hsa-miR-4448 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 192nd target gene is the hsa-miR-4534 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer.

The 193rd target gene is the hsa-miR-1307-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. The previously known report shows that change in the expression of the gene or the transcript thereof can serve as a marker for lung cancer (Patent Literature 3).

2. Nucleic Acid Probe or Primer for Detection of Lung Cancer

In the present invention, a nucleic acid capable of specifically binding to any of the target nucleic acids as the lung cancer markers described above can be used as a nucleic acid, for example, a nucleic acid probe or a primer, for the detection or diagnosis of lung cancer.

In the present invention, the nucleic acid probe or the primer that can be used for detecting lung cancer or for diagnosing lung cancer permits qualitative and/or quantitative measurement of the presence, expression level, or abundance of any of the target nucleic acids as the lung cancer markers described above, for example, human-derived hsa-miR-6768-5p, hsa-miR-6836-3p, hsa-miR-6782-5p, hsa-miR-3663-3p, hsa-miR-1908-3p, hsa-miR-6726-5p, hsa-miR-4258, hsa-miR-1343-3p, hsa-miR-4516, hsa-miR-6875-5p, hsa-miR-4651, hsa-miR-6825-5p, hsa-miR-6840-3p, hsa-miR-6780b-5p, hsa-miR-6749-5p, hsa-miR-8063, hsa-miR-6784-5p, hsa-miR-3679-5p, hsa-miR-3184-5p, hsa-miR-663b, hsa-miR-6880-5p, hsa-miR-1908-5p, hsa-miR-92a-2-5p, hsa-miR-7975, hsa-miR-7110-5p, hsa-miR-6842-5p, hsa-miR-6857-5p, hsa-miR-5572, hsa-miR-3197, hsa-miR-6131, hsa-miR-6889-5p, hsa-miR-4454, hsa-miR-1199-5p, hsa-miR-1247-3p, hsa-miR-6800-5p, hsa-miR-6872-3p, hsa-miR-4649-5p, hsa-miR-6791-5p, hsa-miR-4433b-3p, hsa-miR-3135b, hsa-miR-128-2-5p, hsa-miR-4675, hsa-miR-4472, hsa-miR-6785-5p, hsa-miR-6741-5p, hsa-miR-7977, hsa-miR-3665, hsa-miR-128-1-5p, hsa-miR-4286, hsa-miR-6765-3p, hsa-miR-4632-5p, hsa-miR-365a-5p, hsa-miR-6088, hsa-miR-6816-5p, hsa-miR-6885-5p, hsa-miR-711, hsa-miR-6765-5p, hsa-miR-3180, hsa-miR-4442, hsa-miR-4792, hsa-miR-6721-5p, hsa-miR-6798-5p, hsa-miR-3162-5p, hsa-miR-6126, hsa-miR-4758-5p, hsa-miR-2392, hsa-miR-486-3p, hsa-miR-6727-5p, hsa-miR-4728-5p, hsa-miR-6746-5p, hsa-miR-4270, hsa-miR-3940-5p, hsa-miR-4725-3p, hsa-miR-7108-5p, hsa-miR-3656, hsa-miR-6879-5p, hsa-miR-6738-5p, hsa-miR-1260a, hsa-miR-4446-3p, hsa-miR-3131, hsa-miR-4463, hsa-miR-3185, hsa-miR-6870-5p, hsa-miR-6779-5p, hsa-miR-1273g-3p, hsa-miR-8059, hsa-miR-4697-5p, hsa-miR-4674, hsa-miR-4433-3p, hsa-miR-4257, hsa-miR-1915-5p, hsa-miR-4417, hsa-miR-1343-5p, hsa-miR-6781-5p, hsa-miR-4695-5p, hsa-miR-1237-5p, hsa-miR-6775-5p, hsa-miR-7845-5p, hsa-miR-4746-3p, hsa-miR-7641, hsa-miR-7847-3p, hsa-miR-6806-5p, hsa-miR-4467, hsa-miR-4726-5p, hsa-miR-4648, hsa-miR-6089, hsa-miR-1260b, hsa-miR-4532, hsa-miR-5195-3p, hsa-miR-3188, hsa-miR-6848-5p, hsa-miR-1233-5p, hsa-miR-6717-5p, hsa-miR-3195, hsa-miR-6757-5p, hsa-miR-8072, hsa-miR-4745-5p, hsa-miR-6511a-5p, hsa-miR-6776-5p, hsa-miR-371a-5p, hsa-miR-1227-5p, hsa-miR-7150, hsa-miR-1915-3p, hsa-miR-187-5p, hsa-miR-614, hsa-miR-1225-5p, hsa-miR-451a, hsa-miR-939-5p, hsa-miR-223-3p, hsa-miR-125a-3p, hsa-miR-92b-5p, hsa-miR-22-3p, hsa-miR-6073, hsa-miR-6845-5p, hsa-miR-6769b-5p, hsa-miR-4665-3p, hsa-miR-1913, hsa-miR-1228-3p, hsa-miR-940, hsa-miR-296-3p, hsa-miR-4690-5p, hsa-miR-548q, hsa-miR-663a, hsa-miR-1249, hsa-miR-1202, hsa-miR-7113-3p, hsa-miR-1225-3p, hsa-miR-4783-3p, hsa-miR-4448, and hsa-miR-4534 or a combination thereof, congeners thereof, transcripts thereof, or variants or derivatives thereof, optionally in combination therewith, hsa-miR-19b-3p, hsa-miR-1228-5p, and hsa-miR-1307-3p or a combination thereof, congeners thereof, transcripts thereof, or variants or derivatives thereof, and, optionally in combination therewith, hsa-miR-4271, hsa-miR-642b-3p, hsa-miR-6075, hsa-miR-6125, hsa-miR-887-3p, hsa-miR-6851-5p, hsa-miR-6763-5p, hsa-miR-3928-3p, hsa-miR-4443, hsa-miR-3648, hsa-miR-149-3p, hsa-miR-4689, hsa-miR-4763-3p, hsa-miR-6729-5p, hsa-miR-3196, hsa-miR-8069, hsa-miR-1268a, hsa-miR-4739, hsa-miR-1268b, hsa-miR-5698, hsa-miR-6752-5p, hsa-miR-4507, hsa-miR-564, hsa-miR-4497, hsa-miR-6877-5p, hsa-miR-6087, hsa-miR-4731-5p, hsa-miR-615-5p, hsa-miR-760, hsa-miR-6891-5p, hsa-miR-6887-5p, hsa-miR-4525, hsa-miR-1914-3p, hsa-miR-619-5p, hsa-miR-5001-5p, hsa-miR-6722-3p, hsa-miR-3621, hsa-miR-4298, hsa-miR-675-5p and hsa-miR-4655-5p or a combination thereof, congeners thereof, transcripts thereof, or variants or derivatives thereof.

The expression level of each target nucleic acid described above is increased or decreased (hereinafter, referred to as “increased/decreased”) according to the type of the target nucleic acid in a subject who has lung cancer as compared with a healthy subject. Hence, the nucleic acid of the present invention can be effectively used for measuring the expression level of the target nucleic acid in a body fluid derived from a subject (e.g., a human) who is suspected of having lung cancer and a body fluid derived from a healthy subject, and detecting lung cancer by the comparison thereof.

The nucleic acid probe or the primer that can be used in the present invention is a nucleic acid probe capable of specifically binding to a polynucleotide consisting of a nucleotide sequence represented by at least one of SEQ ID NOs: 1 to 125, 127 to 130, 132 to 134, and 561 to 578, or a primer for amplifying a polynucleotide consisting of a nucleotide sequence represented by at least one of SEQ ID NOs: 1 to 125, 127 to 130, 132 to 134, and 561 to 578.

The nucleic acid probe or the primer that can be further used in the present invention can comprise a nucleic acid probe capable of specifically binding to a polynucleotide consisting of a nucleotide sequence represented by at least one of SEQ ID NOs: 126, 131, and 579, or a primer for amplifying a polynucleotide consisting of a nucleotide sequence represented by at least one of SEQ ID NOs: 126, 131, and 579.

The nucleic acid probe or the primer that can be further used in the present invention can comprise a nucleic acid probe capable of specifically binding to a polynucleotide consisting of a nucleotide sequence represented by at least one of SEQ ID NOs: 135 to 174, or a primer for amplifying a polynucleotide consisting of a nucleotide sequence represented by at least one of SEQ ID NOs: 135 to 174.

Specifically, these nucleic acid probes or primers comprise a combination of one or more polynucleotides selected from a polynucleotide group comprising nucleotide sequences represented by any of SEQ ID NOs: 1 to 618, or nucleotide sequences derived from the nucleotide sequences by the replacement of u with t, and a complementary polynucleotide group thereof, a polynucleotide group respectively hybridizing under stringent conditions (mentioned later) to DNAs consisting of nucleotide sequences complementary to these nucleotide sequences, and a complementary polynucleotide group thereof, and a polynucleotide group comprising 15 or more, preferably 17 or more consecutive nucleotides in the nucleotide sequences of these polynucleotide groups. These polynucleotides can be used as nucleic acid probes and primers for detecting the lung cancer markers as target nucleic acids.

More specifically, examples of the nucleic acid probe or the primer that can be used in the present invention include one or more polynucleotide(s) selected from the group consisting of the following polynucleotides (a) to (e):

(a) a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 1 to 125, 127 to 130, 132 to 134, and 561 to 578 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides, (b) a polynucleotide comprising a nucleotide sequence represented by any of SEQ ID NOs: 1 to 125, 127 to 130, 132 to 134, and 561 to 578, (c) a polynucleotide consisting of a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 1 to 125, 127 to 130, 132 to 134, and 561 to 578 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides, (d) a polynucleotide comprising a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 1 to 125, 127 to 130, 132 to 134, and 561 to 578 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, and (e) a polynucleotide hybridizing under stringent conditions to any of the polynucleotides (a) to (d).

In addition to at least one or more polynucleotide(s) selected from the polynucleotides (a) to (e), the nucleic acid probe or the primer that can be further used in the present invention can comprise the polynucleotides selected from the group consisting of the following polynucleotides (f) to (j):

(f) a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 126, 131, and 579 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides, (g) a polynucleotide comprising a nucleotide sequence represented by any of SEQ ID NOs: 126, 131, and 579, (h) a polynucleotide consisting of a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 126, 131, and 579 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides, (i) a polynucleotide comprising a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 126, 131, and 579 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, and (j) a polynucleotide hybridizing under stringent conditions to any of the polynucleotides (f) to (i).

In addition to at least one or more polynucleotide(s) selected from the polynucleotides (a) to (j), the nucleic acid probe or the primer that can be further used in the present invention can comprise the polynucleotides selected from the group consisting of the following polynucleotides (k) to (o):

(k) a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 135 to 174 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides, (l) a polynucleotide comprising a nucleotide sequence represented by any of SEQ ID NOs: 135 to 174, (m) a polynucleotide consisting of a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 135 to 174 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides, (n) a polynucleotide comprising a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 135 to 174 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, and (o) a polynucleotide hybridizing under stringent conditions to any of the polynucleotides (k) to (n).

For these polynucleotides, the “fragment thereof comprising 15 or more consecutive nucleotides” can contain the number of nucleotides in the range from, for example, 15 consecutive nucleotides to less than the total number of nucleotides of the sequence, from 17 consecutive nucleotides to less than the total number of nucleotides of the sequence, or from 19 consecutive nucleotides to less than the total number of nucleotides of the sequence, in the nucleotide sequence of each polynucleotide, though the fragment is not limited thereto.

These polynucleotides or the fragments thereof used in the present invention may each be DNA or may each be RNA.

The polynucleotides that can be used in the present invention can each be prepared by use of a general technique such as a DNA recombination technique, PCR, or a method using an automatic DNA/RNA synthesizer.

The DNA recombination technique and the PCR can employ a technique described in, for example, Ausubel et al., Current Protocols in Molecular Biology, John Willey & Sons, US (1993); and Sambrook et al., Molecular Cloning—A Laboratory Manual, Cold Spring Harbor Laboratory Press, US (1989).

The human-derived hsa-miR-6768-5p, hsa-miR-6836-3p, hsa-miR-6782-5p, hsa-miR-3663-3p, hsa-miR-1908-3p, hsa-miR-6726-5p, hsa-miR-4258, hsa-miR-1343-3p, hsa-miR-4516, hsa-miR-6875-5p, hsa-miR-4651, hsa-miR-6825-5p, hsa-miR-6840-3p, hsa-miR-6780b-5p, hsa-miR-6749-5p, hsa-miR-8063, hsa-miR-6784-5p, hsa-miR-3679-5p, hsa-miR-3184-5p, hsa-miR-663b, hsa-miR-6880-5p, hsa-miR-1908-5p, hsa-miR-92a-2-5p, hsa-miR-7975, hsa-miR-7110-5p, hsa-miR-6842-5p, hsa-miR-6857-5p, hsa-miR-5572, hsa-miR-3197, hsa-miR-6131, hsa-miR-6889-5p, hsa-miR-4454, hsa-miR-1199-5p, hsa-miR-1247-3p, hsa-miR-6800-5p, hsa-miR-6872-3p, hsa-miR-4649-5p, hsa-miR-6791-5p, hsa-miR-4433b-3p, hsa-miR-3135b, hsa-miR-128-2-5p, hsa-miR-4675, hsa-miR-4472, hsa-miR-6785-5p, hsa-miR-6741-5p, hsa-miR-7977, hsa-miR-3665, hsa-miR-128-1-5p, hsa-miR-4286, hsa-miR-6765-3p, hsa-miR-4632-5p, hsa-miR-365a-5p, hsa-miR-6088, hsa-miR-6816-5p, hsa-miR-6885-5p, hsa-miR-711, hsa-miR-6765-5p, hsa-miR-3180, hsa-miR-4442, hsa-miR-4792, hsa-miR-6721-5p, hsa-miR-6798-5p, hsa-miR-3162-5p, hsa-miR-6126, hsa-miR-4758-5p, hsa-miR-2392, hsa-miR-486-3p, hsa-miR-6727-5p, hsa-miR-4728-5p, hsa-miR-6746-5p, hsa-miR-4270, hsa-miR-3940-5p, hsa-miR-4725-3p, hsa-miR-7108-5p, hsa-miR-3656, hsa-miR-6879-5p, hsa-miR-6738-5p, hsa-miR-1260a, hsa-miR-4446-3p, hsa-miR-3131, hsa-miR-4463, hsa-miR-3185, hsa-miR-6870-5p, hsa-miR-6779-5p, hsa-miR-1273g-3p, hsa-miR-8059, hsa-miR-4697-5p, hsa-miR-4674, hsa-miR-4433-3p, hsa-miR-4257, hsa-miR-1915-5p, hsa-miR-4417, hsa-miR-1343-5p, hsa-miR-6781-5p, hsa-miR-4695-5p, hsa-miR-1237-5p, hsa-miR-6775-5p, hsa-miR-7845-5p, hsa-miR-4746-3p, hsa-miR-7641, hsa-miR-7847-3p, hsa-miR-6806-5p, hsa-miR-4467, hsa-miR-4726-5p, hsa-miR-4648, hsa-miR-6089, hsa-miR-1260b, hsa-miR-4532, hsa-miR-5195-3p, hsa-miR-3188, hsa-miR-6848-5p, hsa-miR-1233-5p, hsa-miR-6717-5p, hsa-miR-3195, hsa-miR-6757-5p, hsa-miR-8072, hsa-miR-4745-5p, hsa-miR-6511a-5p, hsa-miR-6776-5p, hsa-miR-371a-5p, hsa-miR-1227-5p, hsa-miR-7150, hsa-miR-1915-3p, hsa-miR-187-5p, hsa-miR-614, hsa-miR-19b-3p, hsa-miR-1225-5p, hsa-miR-451a, hsa-miR-939-5p, hsa-miR-223-3p, hsa-miR-1228-5p, hsa-miR-125a-3p, hsa-miR-92b-5p, hsa-miR-22-3p, hsa-miR-6073, hsa-miR-6845-5p, hsa-miR-6769b-5p, hsa-miR-4665-3p, hsa-miR-1913, hsa-miR-1228-3p, hsa-miR-940, hsa-miR-296-3p, hsa-miR-4690-5p, hsa-miR-548q, hsa-miR-663a, hsa-miR-1249, hsa-miR-1202, hsa-miR-7113-3p, hsa-miR-1225-3p, hsa-miR-4783-3p, hsa-miR-4448 and hsa-miR-4534, hsa-miR-1307-3p, hsa-miR-4271, hsa-miR-642b-3p, hsa-miR-6075, hsa-miR-6125, hsa-miR-887-3p, hsa-miR-6851-5p, hsa-miR-6763-5p, hsa-miR-3928-3p, hsa-miR-4443, hsa-miR-3648, hsa-miR-149-3p, hsa-miR-4689, hsa-miR-4763-3p, hsa-miR-6729-5p, hsa-miR-3196, hsa-miR-8069, hsa-miR-1268a, hsa-miR-4739, hsa-miR-1268b, hsa-miR-5698, hsa-miR-6752-5p, hsa-miR-4507, hsa-miR-564, hsa-miR-4497, hsa-miR-6877-5p, hsa-miR-6087, hsa-miR-4731-5p, hsa-miR-615-5p, hsa-miR-760, hsa-miR-6891-5p, hsa-miR-6887-5p, hsa-miR-4525, hsa-miR-1914-3p, hsa-miR-619-5p, hsa-miR-5001-5p, hsa-miR-6722-3p, hsa-miR-3621, hsa-miR-4298, hsa-miR-675-5p and hsa-miR-4655-5p represented by SEQ ID NOs: 1 to 174, and 561 to 579 are known in the art, and their acquisition methods are also known as mentioned above. Therefore, each polynucleotide that can be used as a nucleic acid probe or a primer in the present invention can be prepared by cloning the gene.

Such a nucleic acid probe or a primer can be chemically synthesized using an automatic DNA synthesis apparatus. In general, a phosphoramidite method is used in this synthesis, and single-stranded DNA up to approximately 100 nucleotides can be automatically synthesized by this method. The automatic DNA synthesis apparatus is commercially available from, for example, Polygen GmbH, ABI, or Applied Biosystems, Inc.

Alternatively, the polynucleotide of the present invention can also be prepared by a cDNA cloning method. The cDNA cloning technique can employ, for example, microRNA Cloning Kit Wako.

In this context, the sequences of the nucleic acid probe and the primer for detecting the polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 1 to 174, and 561 to 579 do not exist as miRNAs or precursors thereof in vivo. For example, the nucleotide sequences represented by SEQ ID NO: 5 and SEQ ID NO: 22 are produced from the precursor represented by SEQ ID NO: 179. This precursor has a hairpin-like structure as shown in FIG. 1, and the nucleotide sequences represented by SEQ ID NO: 5 and SEQ ID NO: 22 have mismatch sequences with each other. Likewise, a nucleotide sequence completely complementary to the nucleotide sequence represented by SEQ ID NO: 5 or SEQ ID NO: 22 is not naturally produced in vivo. Therefore, the nucleic acid probe and the primer for detecting the nucleotide sequence represented by any of SEQ ID NOs: 1 to 174, and 561 to 579 each have an artificial nucleotide sequence that does not exist in vivo.

3. Kit or Device for Detection of Lung Cancer

The present invention also provides a kit or a device for the detection of lung cancer, comprising one or more polynucleotide(s) (which can include a variant, a fragment, and a derivative; hereinafter, also referred to as a polynucleotide for detection) that can be used as a nucleic acid probe or a primer in the present invention for measuring a target nucleic acid as a lung cancer marker.

The target nucleic acid as a lung cancer marker according to the present invention is preferably selected from the following group 1: hsa-miR-6768-5p, hsa-miR-6836-3p, hsa-miR-6782-5p, hsa-miR-3663-3p, hsa-miR-1908-3p, hsa-miR-6726-5p, hsa-miR-4258, hsa-miR-1343-3p, hsa-miR-4516, hsa-miR-6875-5p, hsa-miR-4651, hsa-miR-6825-5p, hsa-miR-6840-3p, hsa-miR-6780b-5p, hsa-miR-6749-5p, hsa-miR-8063, hsa-miR-6784-5p, hsa-miR-3679-5p, hsa-miR-3184-5p, hsa-miR-663b, hsa-miR-6880-5p, hsa-miR-1908-5p, hsa-miR-92a-2-5p, hsa-miR-7975, hsa-miR-7110-5p, hsa-miR-6842-5p, hsa-miR-6857-5p, hsa-miR-5572, hsa-miR-3197, hsa-miR-6131, hsa-miR-6889-5p, hsa-miR-4454, hsa-miR-1199-5p, hsa-miR-1247-3p, hsa-miR-6800-5p, hsa-miR-6872-3p, hsa-miR-4649-5p, hsa-miR-6791-5p, hsa-miR-4433b-3p, hsa-miR-3135b, hsa-miR-128-2-5p, hsa-miR-4675, hsa-miR-4472, hsa-miR-6785-5p, hsa-miR-6741-5p, hsa-miR-7977, hsa-miR-3665, hsa-miR-128-1-5p, hsa-miR-4286, hsa-miR-6765-3p, hsa-miR-4632-5p, hsa-miR-365a-5p, hsa-miR-6088, hsa-miR-6816-5p, hsa-miR-6885-5p, hsa-miR-711, hsa-miR-6765-5p, hsa-miR-3180, hsa-miR-4442, hsa-miR-4792, hsa-miR-6721-5p, hsa-miR-6798-5p, hsa-miR-3162-5p, hsa-miR-6126, hsa-miR-4758-5p, hsa-miR-2392, hsa-miR-486-3p, hsa-miR-6727-5p, hsa-miR-4728-5p, hsa-miR-6746-5p, hsa-miR-4270, hsa-miR-3940-5p, hsa-miR-4725-3p, hsa-miR-7108-5p, hsa-miR-3656, hsa-miR-6879-5p, hsa-miR-6738-5p, hsa-miR-1260a, hsa-miR-4446-3p, hsa-miR-3131, hsa-miR-4463, hsa-miR-3185, hsa-miR-6870-5p, hsa-miR-6779-5p, hsa-miR-1273g-3p, hsa-miR-8059, hsa-miR-4697-5p, hsa-miR-4674, hsa-miR-4433-3p, hsa-miR-4257, hsa-miR-1915-5p, hsa-miR-4417, hsa-miR-1343-5p, hsa-miR-6781-5p, hsa-miR-4695-5p, hsa-miR-1237-5p, hsa-miR-6775-5p, hsa-miR-7845-5p, hsa-miR-4746-3p, hsa-miR-7641, hsa-miR-7847-3p, hsa-miR-6806-5p, hsa-miR-4467, hsa-miR-4726-5p, hsa-miR-4648, hsa-miR-6089, hsa-miR-1260b, hsa-miR-4532, hsa-miR-5195-3p, hsa-miR-3188, hsa-miR-6848-5p, hsa-miR-1233-5p, hsa-miR-6717-5p, hsa-miR-3195, hsa-miR-6757-5p, hsa-miR-8072, hsa-miR-4745-5p, hsa-miR-6511a-5p, hsa-miR-6776-5p, hsa-miR-371a-5p, hsa-miR-1227-5p, hsa-miR-7150, hsa-miR-1915-3p, hsa-miR-187-5p, hsa-miR-614, hsa-miR-1225-5p, hsa-miR-451a, hsa-miR-939-5p, hsa-miR-223-3p, hsa-miR-125a-3p, hsa-miR-92b-5p, hsa-miR-22-3p, hsa-miR-6073, hsa-miR-6845-5p, hsa-miR-6769b-5p, hsa-miR-4665-3p, hsa-miR-1913, hsa-miR-1228-3p, hsa-miR-940, hsa-miR-296-3p, hsa-miR-4690-5p, hsa-miR-548q, hsa-miR-663a, hsa-miR-1249, hsa-miR-1202, hsa-miR-7113-3p, hsa-miR-1225-3p, hsa-miR-4783-3p, hsa-miR-4448 and hsa-miR-4534.

An additional target nucleic acid that can be optionally used in the measurement is selected from the following group 2: hsa-miR-19b-3p, hsa-miR-1228-5p and hsa-miR-1307-3p.

An additional target nucleic acid that can be optionally further used in the measurement is selected from the following group 3: hsa-miR-4271, hsa-miR-642b-3p, hsa-miR-6075, hsa-miR-6125, hsa-miR-887-3p, hsa-miR-6851-5p, hsa-miR-6763-5p, hsa-miR-3928-3p, hsa-miR-4443, hsa-miR-3648, hsa-miR-149-3p, hsa-miR-4689, hsa-miR-4763-3p, hsa-miR-6729-5p, hsa-miR-3196, hsa-miR-8069, hsa-miR-1268a, hsa-miR-4739, hsa-miR-1268b, hsa-miR-5698, hsa-miR-6752-5p, hsa-miR-4507, hsa-miR-564, hsa-miR-4497, hsa-miR-6877-5p, hsa-miR-6087, hsa-miR-4731-5p, hsa-miR-615-5p, hsa-miR-760, hsa-miR-6891-5p, hsa-miR-6887-5p, hsa-miR-4525, hsa-miR-1914-3p, hsa-miR-619-5p, hsa-miR-5001-5p, hsa-miR-6722-3p, hsa-miR-3621, hsa-miR-4298, hsa-miR-675-5p and hsa-miR-4655-5p.

The kit or the device of the present invention comprises a nucleic acid capable of specifically binding to any of the target nucleic acids as the lung cancer markers described above, preferably one or more polynucleotide(s) selected from the nucleic acid probes or the primers described in the preceding Section 2, specifically, the polynucleotides described in the preceding paragraph 2, or variant(s) thereof.

Specifically, the kit or the device of the present invention can comprise at least one or more polynucleotide(s) comprising (or consisting of) a nucleotide sequence represented by any of SEQ ID NOs: 1 to 125, 127 to 130, 132 to 134, and 561 to 578 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, polynucleotide(s) comprising (or consisting of) a complementary sequence thereof, polynucleotide(s) hybridizing under stringent conditions to any of these polynucleotides, or variant(s) or fragment(s) comprising 15 or more consecutive nucleotides of any of these polynucleotide sequences.

The kit or the device of the present invention can further comprise one or more polynucleotide(s) comprising (or consisting of) a nucleotide sequence represented by any of SEQ ID NOs: 126 and 131 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, polynucleotide(s) comprising (or consisting of) a complementary sequence thereof, polynucleotide(s) hybridizing under stringent conditions to any of these polynucleotides, variant(s) or fragment(s) comprising 15 or more consecutive nucleotides of any of these polynucleotide sequences.

The kit or the device of the present invention can further comprise one or more polynucleotide(s) comprising (or consisting of) a nucleotide sequence represented by any of SEQ ID NOs: 135 to 174 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, polynucleotide(s) comprising (or consisting of) a complementary sequence thereof, polynucleotide(s) hybridizing under stringent conditions to any of these polynucleotides, variant(s) or fragment(s) comprising 15 or more consecutive nucleotides of any of these polynucleotide sequences.

The fragment that can be contained in the kit or the device of the present invention is, for example, one or more, preferably two or more polynucleotides selected from the group consisting of the following polynucleotides (1) to (3):

(1) a polynucleotide comprising 15 or more consecutive nucleotides in a nucleotide sequence derived from a nucleotide sequence represented by any of SEQ ID NOs: 1 to 125, 127 to 130, 132 to 134, and 561 to 578 by the replacement of u with t, or a complementary sequence thereof; (2) a polynucleotide comprising 15 or more consecutive nucleotides in a nucleotide sequence derived from a nucleotide sequence represented by any of SEQ ID NOs: 126, 131 and 579 by the replacement of u with t, or a complementary sequence thereof; and (3) a polynucleotide comprising 15 or more consecutive nucleotides in a nucleotide sequence derived from a nucleotide sequence represented by any of SEQ ID NOs: 135 to 174 by the replacement of u with t, or a complementary sequence thereof

In a preferred embodiment, the polynucleotide is a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 1 to 125, 127 to 130, 132 to 134, and 561 to 578, or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a polynucleotide consisting of a complementary sequence thereof, a polynucleotide hybridizing under stringent conditions to any of these polynucleotides, or a variant thereof comprising 15 or more, preferably 17 or more, more preferably 19 or more consecutive nucleotides.

In a preferred embodiment, the polynucleotide is a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 126, 134 and 579 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a polynucleotide consisting of a complementary sequence thereof, a polynucleotide hybridizing under stringent conditions to any of these polynucleotides, or a variant thereof comprising 15 or more, preferably 17 or more, more preferably 19 or more consecutive nucleotides.

In a preferred embodiment, the polynucleotide is a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 135 to 174 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a polynucleotide consisting of a complementary sequence thereof, a polynucleotide hybridizing under stringent conditions to any of these polynucleotides, or a variant thereof comprising 15 or more, preferably 17 or more, more preferably 19 or more consecutive nucleotides.

In a preferred embodiment, the fragment can be a polynucleotide comprising 15 or more, preferably 17 or more, more preferably 19 or more consecutive nucleotides.

In the present invention, the size of the polynucleotide fragment is the number of bases in the range from, for example, 15 consecutive nucleotides to less than the total number of bases of the sequence, from 17 consecutive nucleotides to less than the total number of bases of the sequence, or from 19 consecutive nucleotides to less than the total number of nucleotides of the sequence, in the nucleotide sequence of each polynucleotide.

Specific examples of the aforementioned combination of the polynucleotides constituting the kit or the device of the present invention can include the polynucleotides as to combinations of SEQ ID NOs shown in Table 1 (SEQ ID NOs: 1 to 174, and 561 to 579 corresponding to the miRNA markers in Table 1). However, these are given merely for illustrative purposes, and various other possible combinations are included in the present invention.

The aforementioned combination constituting the kit or the device for discriminating a lung cancer patient from a healthy subject according to the present invention is desirably, for example, a combination of two or more of the aforementioned polynucleotides consisting of nucleotide sequences represented by SEQ ID NOs shown in Table 1. Usually, a combination of two of these polynucleotides can produce adequate performance.

The combination of two polynucleotides consisting of the nucleotide sequences or the complementary sequences thereof for specifically discriminating a lung cancer patient from a healthy subject is preferably a combination comprising at least one or more of newly found polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1 to 125, 127 to 130, 132 to 174, and 561 to 578, among the combinations constituted by two of the polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1 to 174, and 561 to 579.

The combination of polynucleotides with cancer type specificity capable of discriminating a lung cancer patient not only from a healthy subject but also from other cancer patients is preferably, for example, a combination of multiple polynucleotides comprising at least one polynucleotide selected from the group consisting of polynucleotides of SEQ ID NOs: 1, 2, 3, 4, 5, 7, 9, 10, 11, 19, 21, 26, 29, 31, 52, 53, 63, 65, 69, 72, 87, 90, 113, 124, 125, 126, 128, 130, 143, 148, 160, 162, 561, 562, 563, 564, 565, 566, 567, 568, 569, 570, 571, 572, 573, 574, 575, 576, 577, 578 and 579 (hereinafter, this group is referred to as “cancer type-specific polynucleotide group 1”), with any of the polynucleotides of the other SEQ ID NOs.

The combination of polynucleotides with cancer type specificity capable of discriminating a lung cancer patient not only from a healthy subject but also from other cancer patients is more preferably a combination of multiple polynucleotides selected from the cancer type-specific polynucleotide group 1.

The combination of polynucleotides with cancer type specificity capable of discriminating a lung cancer patient not only from a healthy subject but also from other cancer patients is more preferably a combination comprising at least one or more polynucleotide(s) selected from the group consisting of polynucleotides of SEQ ID NOs: 1, 2, 3, 10, 63, 113, 124, 125, 126, 128, 130, 143, 160, 561, 568, 573 and 578 (hereinafter, this group is referred to as “cancer type-specific polynucleotide group 2”) included in the cancer type-specific polynucleotide group 1, among the combinations of multiple polynucleotides selected from the cancer type-specific polynucleotide group 1.

The number of the polynucleotides with cancer type specificity in the aforementioned combination can be 1, 2, 3, 4, 5, 6, 7, 8, 9, 10 or more for the combination and is more preferably 4 or more for the combination. Usually, the combination of 4 of these polynucleotides can produce adequate performance.

Non-limiting examples of the combination of the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 1 or a complementary sequence thereof with polynucleotides consisting of nucleotide sequences represented by SEQ ID NOs of five polynucleotides selected from the cancer type-specific polynucleotide group 1 or complementary sequences thereof will be listed below.

(1) a combination of SEQ ID NOs: 1, 53, 113, and 125 (markers: hsa-miR-6768-5p, hsa-miR-6088, hsa-miR-6717-5p, and hsa-miR-614);

(2) a combination of SEQ ID NOs: 1, 10, 63, and 113 (markers: hsa-miR-6768-5p, hsa-miR-6875-5p, hsa-miR-3162-5p, and hsa-miR-6717-5p);

(3) a combination of SEQ ID NOs: 1, 19, 113, and 143 (markers: hsa-miR-6768-5p, hsa-miR-3184-5p, hsa-miR-6717-5p, and hsa-miR-4443);

(4) a combination of SEQ ID NOs: 1, 10, 113, and 126 (markers: hsa-miR-6768-5p, hsa-miR-6875-5p, hsa-miR-6717-5p, and hsa-miR-19b-3p); and

(5) a combination of SEQ ID NOs: 1, 2, 10, and 113 (markers: hsa-miR-6768-5p, hsa-miR-6836-3p, hsa-miR-6875-5p, and hsa-miR-6717-5p).

Non-limiting examples of the combination of the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 2 or a complementary sequence thereof with polynucleotides consisting of nucleotide sequences represented by SEQ ID NOs of five polynucleotides selected from the cancer type-specific polynucleotide group 1 or complementary sequences thereof will be further listed below.

(1) a combination of SEQ ID NOs: 2, 19, 53, and 113 (markers: hsa-miR-6836-3p, hsa-miR-3184-5p, hsa-miR-6088, and hsa-miR-6717-5p);

(2) a combination of SEQ ID NOs: 2, 72, 113, and 125 (markers: hsa-miR-6836-3p, hsa-miR-3940-5p, hsa-miR-6717-5p, and hsa-miR-614);

(3) a combination of SEQ ID NOs: 2, 19, 72, and 113 (markers: hsa-miR-6836-3p, hsa-miR-3184-5p, hsa-miR-3940-5p, and hsa-miR-6717-5p);

(4) a combination of SEQ ID NOs: 2, 19, 113, and 579 (markers: hsa-miR-6836-3p, hsa-miR-3184-5p, hsa-miR-6717-5p, and hsa-miR-1307-3p); and

(5) a combination of SEQ ID NOs: 1, 2, 19, and 113 (markers: hsa-miR-6768-5p, hsa-miR-6836-3p, hsa-miR-3184-5p, and hsa-miR-6717-5p).

Non-limiting examples of the combination of the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 3 or a complementary sequence thereof with polynucleotides consisting of nucleotide sequences represented by SEQ ID NOs of five polynucleotides selected from the cancer type-specific polynucleotide group 1 or complementary sequences thereof will be further listed below.

(1) a combination of SEQ ID NOs: 3, 125, 128, and 568 (markers: hsa-miR-6782-5p, hsa-miR-614, hsa-miR-451a, and hsa-miR-296-3p);

(2) a combination of SEQ ID NOs: 1, 3, 10, and 113 (markers: hsa-miR-6768-5p, hsa-miR-6782-5p, hsa-miR-6875-5p, and hsa-miR-6717-5p);

(3) a combination of SEQ ID NOs: 3, 113, 125, and 126 (markers: hsa-miR-6782-5p, hsa-miR-6717-5p, hsa-miR-614, and hsa-miR-19b-3p);

(4) a combination of SEQ ID NOs: 1, 3, 126, and 573 (markers: hsa-miR-6768-5p, hsa-miR-6782-5p, hsa-miR-19b-3p, and hsa-miR-1202); and

(5) a combination of SEQ ID NOs: 3, 126, 130, and 561 (markers: hsa-miR-6782-5p, hsa-miR-19b-3p, hsa-miR-223-3p, and hsa-miR-6073).

Non-limiting examples of the combination of the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 10 or a complementary sequence thereof with polynucleotides consisting of nucleotide sequences represented by SEQ ID NOs of five polynucleotides selected from the cancer type-specific polynucleotide group 1 or complementary sequences thereof will be further listed below.

(1) a combination of SEQ ID NOs: 1, 10, 113, and 143 (markers: hsa-miR-6768-5p, hsa-miR-6875-5p, hsa-miR-6717-5p, and hsa-miR-4443);

(2) a combination of SEQ ID NOs: 1, 10, 113, and 569 (markers: hsa-miR-6768-5p, hsa-miR-6875-5p, hsa-miR-6717-5p, and hsa-miR-4690-5p);

(3) a combination of SEQ ID NOs: 1, 10, 113, and 562 (markers: hsa-miR-6768-5p, hsa-miR-6875-5p, hsa-miR-6717-5p, and hsa-miR-6845-5p);

(4) a combination of SEQ ID NOs: 1, 10, 113, and 578 (markers: hsa-miR-6768-5p, hsa-miR-6875-5p, hsa-miR-6717-5p, hsa-miR-4534); and

(5) a combination of SEQ ID NOs: 1, 7, 10, and 113 (markers: hsa-miR-6768-5p, hsa-miR-4258, hsa-miR-6875-5p, and hsa-miR-6717-5p).

Non-limiting examples of the combination of the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 63 or a complementary sequence thereof with polynucleotides consisting of nucleotide sequences represented by SEQ ID NOs of five polynucleotides selected from the cancer type-specific polynucleotide group 1 or complementary sequences thereof will be further listed below.

(1) a combination of SEQ ID NOs: 1, 63, 567, and 578 (markers: hsa-miR-6768-5p, hsa-miR-3162-5p, hsa-miR-940, and hsa-miR-4534);

(2) a combination of SEQ ID NOs: 1, 53, 63, and 578 (markers: hsa-miR-6768-5p, hsa-miR-6088, hsa-miR-3162-5p, and hsa-miR-4534);

(3) a combination of SEQ ID NOs: 1, 63, 162, and 573 (markers: hsa-miR-6768-5p, hsa-miR-3162-5p, hsa-miR-615-5p, and hsa-miR-1202);

(4) a combination of SEQ ID NOs: 1, 63, 162, and 578 (markers: hsa-miR-6768-5p, hsa-miR-3162-5p, hsa-miR-615-5p, and hsa-miR-4534); and

(5) a combination of SEQ ID NOs: 1, 63, 576, and 578 (markers: hsa-miR-6768-5p, hsa-miR-3162-5p, hsa-miR-4783-3p, and hsa-miR-4534).

Non-limiting examples of the combination of the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 113 or a complementary sequence thereof with polynucleotides consisting of nucleotide sequences represented by SEQ ID NOs of five polynucleotides selected from the cancer type-specific polynucleotide group 1 or complementary sequences thereof will be further listed below.

(1) a combination of SEQ ID NOs: 1, 10, 113, and 567 (markers: hsa-miR-6768-5p, hsa-miR-6875-5p, hsa-miR-6717-5p, and hsa-miR-940);

(2) a combination of SEQ ID NOs: 1, 53, 63, and 113 (markers: hsa-miR-6768-5p, hsa-miR-6088, hsa-miR-3162-5p, and hsa-miR-6717-5p);

(3) a combination of SEQ ID NOs: 1, 53, 113, and 143 (markers: hsa-miR-6768-5p, hsa-miR-6088, hsa-miR-6717-5p, and hsa-miR-4443);

(4) a combination of SEQ ID NOs: 2, 19, 113, and 125 (markers: hsa-miR-6836-3p, hsa-miR-3184-5p, hsa-miR-6717-5p, and hsa-miR-614); and

(5) a combination of SEQ ID NOs: 2, 10, 113, and 130 (markers: hsa-miR-6836-3p, hsa-miR-6875-5p, hsa-miR-6717-5p, and hsa-miR-223-3p).

Non-limiting examples of the combination of the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 124 or a complementary sequence thereof with polynucleotides consisting of nucleotide sequences represented by SEQ ID NOs of five polynucleotides selected from the cancer type-specific polynucleotide group 1 or complementary sequences thereof will be further listed below.

(1) a combination of SEQ ID NOs: 113, 124, 125, and 126 (markers: hsa-miR-6717-5p, hsa-miR-187-5p, hsa-miR-614, and hsa-miR-19b-3p);

(2) a combination of SEQ ID NOs: 124, 125, 128, and 568 (markers: hsa-miR-187-5p, hsa-miR-614, hsa-miR-451a, and hsa-miR-296-3p);

(3) a combination of SEQ ID NOs: 113, 124, 125, and 162 (markers: hsa-miR-6717-5p, hsa-miR-187-5p, hsa-miR-614, and hsa-miR-615-5p);

(4) a combination of SEQ ID NOs: 52, 124, 126, and 561 (markers: hsa-miR-365a-5p, hsa-miR-187-5p, hsa-miR-19b-3p, and hsa-miR-6073); and

(5) a combination of SEQ ID NOs: 19, 113, 124, and 126 (markers: hsa-miR-3184-5p, hsa-miR-6717-5p, hsa-miR-187-5p, and hsa-miR-19b-3p).

Non-limiting examples of the combination of the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 125 or a complementary sequence thereof with polynucleotides consisting of nucleotide sequences represented by SEQ ID NOs of five polynucleotides selected from the cancer type-specific polynucleotide group 1 or complementary sequences thereof will be further listed below.

(1) a combination of SEQ ID NOs: 1, 113, 125, and 160 (markers: hsa-miR-6768-5p, hsa-miR-6717-5p, hsa-miR-614, and hsa-miR-6087);

(2) a combination of SEQ ID NOs: 31, 113, 125, and 568 (markers: hsa-miR-6889-5p, hsa-miR-6717-5p, hsa-miR-614, and hsa-miR-296-3p);

(3) a combination of SEQ ID NOs: 2, 53, 113, and 125 (markers: hsa-miR-6836-3p, hsa-miR-6088, hsa-miR-6717-5p, and hsa-miR-614);

(4) a combination of SEQ ID NOs: 1, 10, 113, and 125 (markers: hsa-miR-6768-5p, hsa-miR-6875-5p, hsa-miR-6717-5p, and hsa-miR-614); and

(5) a combination of SEQ ID NOs: 1, 113, 125, and 143 (markers: hsa-miR-6768-5p, hsa-miR-6717-5p, hsa-miR-614, and hsa-miR-4443).

Non-limiting examples of the combination of the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 126 or a complementary sequence thereof with polynucleotides consisting of nucleotide sequences represented by SEQ ID NOs of five polynucleotides selected from the cancer type-specific polynucleotide group 1 or complementary sequences thereof will be further listed below.

(1) a combination of SEQ ID NOs: 1, 126, 561, and 573 (markers: hsa-miR-6768-5p, hsa-miR-19b-3p, hsa-miR-6073, and hsa-miR-1202);

(2) a combination of SEQ ID NOs: 113, 125, 126, and 568 (markers: hsa-miR-6717-5p, hsa-miR-614, hsa-miR-19b-3p, and hsa-miR-296-3p);

(3) a combination of SEQ ID NOs: 113, 125, 126, and 561 (markers: hsa-miR-6717-5p, hsa-miR-614, hsa-miR-19b-3p, and hsa-miR-6073);

(4) a combination of SEQ ID NOs: 1, 113, 125, and 126 (markers: hsa-miR-6768-5p, hsa-miR-6717-5p, hsa-miR-614, and hsa-miR-19b-3p); and

(5) a combination of SEQ ID NOs: 1, 52, 126, and 561 (markers: hsa-miR-6768-5p, hsa-miR-365a-5p, hsa-miR-19b-3p, and hsa-miR-6073).

Non-limiting examples of the combination of the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 128 or a complementary sequence thereof with polynucleotides consisting of nucleotide sequences represented by SEQ ID NOs of five polynucleotides selected from the cancer type-specific polynucleotide group 1 or complementary sequences thereof will be further listed below.

(1) a combination of SEQ ID NOs: 26, 113, 125, and 128 (markers: hsa-miR-6842-5p, hsa-miR-6717-5p, hsa-miR-614, and hsa-miR-451a);

(2) a combination of SEQ ID NOs: 1, 113, 125, and 128 (markers: hsa-miR-6768-5p, hsa-miR-6717-5p, hsa-miR-614, and hsa-miR-451a);

(3) a combination of SEQ ID NOs: 1, 10, 113, and 128 (markers: hsa-miR-6768-5p, hsa-miR-6875-5p, hsa-miR-6717-5p, and hsa-miR-451a);

(4) a combination of SEQ ID NOs: 31, 113, 125, and 128 (markers: hsa-miR-6889-5p, hsa-miR-6717-5p, hsa-miR-614, and hsa-miR-451a); and

(5) a combination of SEQ ID NOs: 2, 19, 113, and 128 (markers: hsa-miR-6836-3p, hsa-miR-3184-5p, hsa-miR-6717-5p, and hsa-miR-451a).

Non-limiting examples of the combination of the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 130 or a complementary sequence thereof with polynucleotides consisting of nucleotide sequences represented by SEQ ID NOs of five polynucleotides selected from the cancer type-specific polynucleotide group 1 or complementary sequences thereof will be further listed below.

(1) a combination of SEQ ID NOs: 1, 3, 130, and 143 (markers: hsa-miR-6768-5p, hsa-miR-6782-5p, hsa-miR-223-3p, and hsa-miR-4443);

(2) a combination of SEQ ID NOs: 1, 10, 113, and 130 (markers: hsa-miR-6768-5p, hsa-miR-6875-5p, hsa-miR-6717-5p, and hsa-miR-223-3p);

(3) a combination of SEQ ID NOs: 1, 63, 130, and 578 (markers: hsa-miR-6768-5p, hsa-miR-3162-5p, hsa-miR-223-3p, and hsa-miR-4534);

(4) a combination of SEQ ID NOs: 124, 125, 130, and 568 (markers: hsa-miR-187-5p, hsa-miR-614, hsa-miR-223-3p, and hsa-miR-296-3p); and

(5) a combination of SEQ ID NOs: 2, 19, 113, and 130 (markers: hsa-miR-6836-3p, hsa-miR-3184-5p, hsa-miR-6717-5p, and hsa-miR-223-3p).

Non-limiting examples of the combination of the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 143 or a complementary sequence thereof with polynucleotides consisting of nucleotide sequences represented by SEQ ID NOs of five polynucleotides selected from the cancer type-specific polynucleotide group 1 or complementary sequences thereof will be further listed below.

(1) a combination of SEQ ID NOs: 1, 3, 126, and 143 (markers: hsa-miR-6768-5p, hsa-miR-6782-5p, hsa-miR-19b-3p, and hsa-miR-4443);

(2) a combination of SEQ ID NOs: 1, 63, 130, and 143 (markers: hsa-miR-6768-5p, hsa-miR-3162-5p, hsa-miR-223-3p, and hsa-miR-4443);

(3) a combination of SEQ ID NOs: 1, 10, 52, and 143 (markers: hsa-miR-6768-5p, hsa-miR-6875-5p, hsa-miR-365a-5p, and hsa-miR-4443);

(4) a combination of SEQ ID NOs: 2, 19, 113, and 143 (markers: hsa-miR-6836-3p, hsa-miR-3184-5p, hsa-miR-6717-5p, and hsa-miR-4443); and

(5) a combination of SEQ ID NOs: 63, 124, 130, and 143 (markers: hsa-miR-3162-5p, hsa-miR-187-5p, hsa-miR-223-3p, and hsa-miR-4443).

Non-limiting examples of the combination of the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 160 or a complementary sequence thereof with polynucleotides consisting of nucleotide sequences represented by SEQ ID NOs of five polynucleotides selected from the cancer type-specific polynucleotide group 1 or complementary sequences thereof will be further listed below.

(1) a combination of SEQ ID NOs: 1, 10, 113, and 160 (markers: hsa-miR-6768-5p, hsa-miR-6875-5p, hsa-miR-6717-5p, and hsa-miR-6087);

(2) a combination of SEQ ID NOs: 7, 113, 125, and 160 (markers: hsa-miR-4258, hsa-miR-6717-5p, hsa-miR-614, and hsa-miR-6087);

(3) a combination of SEQ ID NOs: 1, 113, 160, and 567 (markers: hsa-miR-6768-5p, hsa-miR-6717-5p, hsa-miR-6087, and hsa-miR-940);

(4) a combination of SEQ ID NOs: 1, 113, 160, and 578 (markers: hsa-miR-6768-5p, hsa-miR-6717-5p, hsa-miR-6087, and hsa-miR-4534); and

(5) a combination of SEQ ID NOs: 2, 19, 113, and 160 (markers: hsa-miR-6836-3p, hsa-miR-3184-5p, hsa-miR-6717-5p, and hsa-miR-6087).

Non-limiting examples of the combination of the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 561 or a complementary sequence thereof with polynucleotides consisting of nucleotide sequences represented by SEQ ID NOs of five polynucleotides selected from the cancer type-specific polynucleotide group 1 or complementary sequences thereof will be further listed below.

(1) a combination of SEQ ID NOs: 113, 125, 130, and 561 (markers: hsa-miR-6717-5p, hsa-miR-614, hsa-miR-223-3p, and hsa-miR-6073);

(2) a combination of SEQ ID NOs: 7, 126, 143, and 561 (markers: hsa-miR-4258, hsa-miR-19b-3p, hsa-miR-4443, and hsa-miR-6073);

(3) a combination of SEQ ID NOs: 1, 113, and 126, 561 (markers: hsa-miR-6768-5p, hsa-miR-6717-5p, hsa-miR-19b-3p, and hsa-miR-6073);

(4) a combination of SEQ ID NOs: 1, 126, 561, and 568 (markers: hsa-miR-6768-5p, hsa-miR-19b-3p, hsa-miR-6073, and hsa-miR-296-3p); and

(5) a combination of SEQ ID NOs: 7, 113, 126, and 561 (markers: hsa-miR-4258, hsa-miR-6717-5p, hsa-miR-19b-3p, and hsa-miR-6073).

Non-limiting examples of the combination of the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 568 or a complementary sequence thereof with polynucleotides consisting of nucleotide sequences represented by SEQ ID NOs of five polynucleotides selected from the cancer type-specific polynucleotide group 1 or complementary sequences thereof will be further listed below.

(1) a combination of SEQ ID NOs: 7, 125, 126, and 568 (markers: hsa-miR-4258, hsa-miR-614, hsa-miR-19b-3p, and hsa-miR-296-3p);

(2) a combination of SEQ ID NOs: 124, 125, 126, and 568 (markers: hsa-miR-187-5p, hsa-miR-614, hsa-miR-19b-3p, and hsa-miR-296-3p);

(3) a combination of SEQ ID NOs: 7, 113, 125, and 568 (markers: hsa-miR-4258, hsa-miR-6717-5p, hsa-miR-614, and hsa-miR-296-3p);

(4) a combination of SEQ ID NOs: 1, 113, 125, and 568 (markers: hsa-miR-6768-5p, hsa-miR-6717-5p, hsa-miR-614, and hsa-miR-296-3p); and

(5) a combination of SEQ ID NOs: 113, 125, 128, and 568 (markers: hsa-miR-6717-5p, hsa-miR-614, hsa-miR-451a, and hsa-miR-296-3p).

Non-limiting examples of the combination of the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 573 or a complementary sequence thereof with polynucleotides consisting of nucleotide sequences represented by SEQ ID NOs of five polynucleotides selected from the cancer type-specific polynucleotide group 1 or complementary sequences thereof will be further listed below.

(1) a combination of SEQ ID NOs: 113, 125, 126, and 573 (markers: hsa-miR-6717-5p, hsa-miR-614, hsa-miR-19b-3p, and hsa-miR-1202);

(2) a combination of SEQ ID NOs: 1, 113, 125, and 573 (markers: hsa-miR-6768-5p, hsa-miR-6717-5p, hsa-miR-614, and hsa-miR-1202);

(3) a combination of SEQ ID NOs: 1, 53, 113, and 573 (markers: hsa-miR-6768-5p, hsa-miR-6088, hsa-miR-6717-5p, and hsa-miR-1202);

(4) a combination of SEQ ID NOs: 1, 124, 126, and 573 (markers: hsa-miR-6768-5p, hsa-miR-187-5p, hsa-miR-19b-3p, and hsa-miR-1202); and

(5) a combination of SEQ ID NOs: 1, 63, 130, and 573 (markers: hsa-miR-6768-5p, hsa-miR-3162-5p, hsa-miR-223-3p, and hsa-miR-1202).

Non-limiting examples of the combination of the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 578 or a complementary sequence thereof with polynucleotides consisting of nucleotide sequences represented by SEQ ID NOs of five polynucleotides selected from the cancer type-specific polynucleotide group 1 or complementary sequences thereof will be further listed below.

(1) a combination of SEQ ID NOs: 1, 126, 567, and 578 (markers: hsa-miR-6768-5p, hsa-miR-19b-3p, hsa-miR-940, and hsa-miR-4534);

(2) a combination of SEQ ID NOs: 1, 19, 113, and 578 (markers: hsa-miR-6768-5p, hsa-miR-3184-5p, hsa-miR-6717-5p, and hsa-miR-4534);

(3) a combination of SEQ ID NOs: 31, 126, 561, and 578 (markers: hsa-miR-6889-5p, hsa-miR-19b-3p, hsa-miR-6073, and hsa-miR-4534);

(4) a combination of SEQ ID NOs: 1, 126, 160, and 578 (markers: hsa-miR-6768-5p, hsa-miR-19b-3p, hsa-miR-6087, and hsa-miR-4534); and

(5) a combination of SEQ ID NOs: 1, 113, 125, 578 (markers: hsa-miR-6768-5p, hsa-miR-6717-5p, hsa-miR-614, and hsa-miR-4534).

The kit or the device of the present invention can also contain a polynucleotide that is already known or that will be found in the future, to enable detection of lung cancer, in addition to the polynucleotide(s) (which can include the variant(s), the fragment(s), and the derivative(s)) according to the present invention described above.

The kit of the present invention can also contain an antibody for measuring a marker for lung cancer examination known in the art, such as CEA, or CYFRA21-1, in addition to the polynucleotide(s) according to the present invention described above.

These polynucleotides contained in the kit of the present invention can be packaged in different containers either individually or in any combination.

The kit of the present invention can contain a kit for extracting a nucleic acid (e.g., total RNA) from body fluids, cells, or tissues, a fluorescent material for labeling, an enzyme and a medium for nucleic acid amplification, an instruction manual, etc.

The device of the present invention is a device for cancer marker measurement in which nucleic acids such as the polynucleotides according to the present invention described above are bonded or attached to, for example, a solid phase. Examples of the material for the solid phase include plastics, paper, glass, and silicon. The material for the solid phase is preferably a plastic from the viewpoint of easy processability. The solid phase has any shape and is, for example, square, round, reed-shaped, or film-shaped. The device of the present invention includes, for example, a device for measurement by a hybridization technique. Specific examples thereof include blotting devices and nucleic acid arrays (e.g., microarrays, DNA chips, and RNA chips).

The nucleic acid array technique is a technique which involves bonding or attaching the nucleic acids one by one by use of a method [e.g., a method of spotting the nucleic acids using a high-density dispenser called spotter or arrayer onto the surface of the solid phase surface-treated, if necessary, by coating with L-lysine or the introduction of a functional group such as an amino group or a carboxyl group, a method of spraying the nucleic acids onto the solid phase using an inkjet which injects very small liquid droplets by a piezoelectric element or the like from a nozzle, or a method of sequentially synthesizing nucleotides on the solid phase] to prepare an array such as a chip and measuring a target nucleic acid through the use of hybridization using this array.

The kit or the device of the present invention comprises nucleic acids capable of specifically binding to the polynucleotides of at least one or more, preferably at least two or more, more preferably at least three or more, most preferably at least five or more to all of the lung cancer marker miRNAs, respectively, of the group 1 described above. The kit or the device of the present invention can optionally further comprise nucleic acids capable of specifically binding to the polynucleotides of at least one or more, preferably at least two or more, more preferably at least three or more, most preferably at least five or more to all of the lung cancer marker miRNAs, respectively, of the group 2 described above. The kit or the device of the present invention can optionally further comprise nucleic acids capable of specifically binding to the polynucleotides of at least one or more, preferably at least two or more, more preferably at least three or more, most preferably at least five or more to all of the lung cancer marker miRNAs, respectively, of the group 3 described above.

The kit or the device of the present invention can be used for detecting lung cancer as described in Section 4 below.

4. Method for Detecting Lung Cancer

The present invention further provides a method for detecting lung cancer, comprising using the kit or the device of the present invention (including the aforementioned nucleic acid(s) that can be used in the present invention) described in Section 3 above to measure an expression level(s) of one or more lung cancer-derived gene(s) represented by an expression level(s) of lung cancer-derived gene(s) selected from the following group A: hsa-miR-6768-5p, hsa-miR-6836-3p, hsa-miR-6782-5p, hsa-miR-3663-3p, hsa-miR-1908-3p, hsa-miR-6726-5p, hsa-miR-4258, hsa-miR-1343-3p, hsa-miR-4516, hsa-miR-6875-5p, hsa-miR-4651, hsa-miR-6825-5p, hsa-miR-6840-3p, hsa-miR-6780b-5p, hsa-miR-6749-5p, hsa-miR-8063, hsa-miR-6784-5p, hsa-miR-3679-5p, hsa-miR-3184-5p, hsa-miR-663b, hsa-miR-6880-5p, hsa-miR-1908-5p, hsa-miR-92a-2-5p, hsa-miR-7975, hsa-miR-7110-5p, hsa-miR-6842-5p, hsa-miR-6857-5p, hsa-miR-5572, hsa-miR-3197, hsa-miR-6131, hsa-miR-6889-5p, hsa-miR-4454, hsa-miR-1199-5p, hsa-miR-1247-3p, hsa-miR-6800-5p, hsa-miR-6872-3p, hsa-miR-4649-5p, hsa-miR-6791-5p, hsa-miR-4433b-3p, hsa-miR-3135b, hsa-miR-128-2-5p, hsa-miR-4675, hsa-miR-4472, hsa-miR-6785-5p, hsa-miR-6741-5p, hsa-miR-7977, hsa-miR-3665, hsa-miR-128-1-5p, hsa-miR-4286, hsa-miR-6765-3p, hsa-miR-4632-5p, hsa-miR-365a-5p, hsa-miR-6088, hsa-miR-6816-5p, hsa-miR-6885-5p, hsa-miR-711, hsa-miR-6765-5p, hsa-miR-3180, hsa-miR-4442, hsa-miR-4792, hsa-miR-6721-5p, hsa-miR-6798-5p, hsa-miR-3162-5p, hsa-miR-6126, hsa-miR-4758-5p, hsa-miR-2392, hsa-miR-486-3p, hsa-miR-6727-5p, hsa-miR-4728-5p, hsa-miR-6746-5p, hsa-miR-4270, hsa-miR-3940-5p, hsa-miR-4725-3p, hsa-miR-7108-5p, hsa-miR-3656, hsa-miR-6879-5p, hsa-miR-6738-5p, hsa-miR-1260a, hsa-miR-4446-3p, hsa-miR-3131, hsa-miR-4463, hsa-miR-3185, hsa-miR-6870-5p, hsa-miR-6779-5p, hsa-miR-1273g-3p, hsa-miR-8059, hsa-miR-4697-5p, hsa-miR-4674, hsa-miR-4433-3p, hsa-miR-4257, hsa-miR-1915-5p, hsa-miR-4417, hsa-miR-1343-5p, hsa-miR-6781-5p, hsa-miR-4695-5p, hsa-miR-1237-5p, hsa-miR-6775-5p, hsa-miR-7845-5p, hsa-miR-4746-3p, hsa-miR-7641, hsa-miR-7847-3p, hsa-miR-6806-5p, hsa-miR-4467, hsa-miR-4726-5p, hsa-miR-4648, hsa-miR-6089, hsa-miR-1260b, hsa-miR-4532, hsa-miR-5195-3p, hsa-miR-3188, hsa-miR-6848-5p, hsa-miR-1233-5p, hsa-miR-6717-5p, hsa-miR-3195, hsa-miR-6757-5p, hsa-miR-8072, hsa-miR-4745-5p, hsa-miR-6511a-5p, hsa-miR-6776-5p, hsa-miR-371a-5p, hsa-miR-1227-5p, hsa-miR-7150, hsa-miR-1915-3p, hsa-miR-187-5p, hsa-miR-614, hsa-miR-1225-5p, hsa-miR-451a, hsa-miR-939-5p, hsa-miR-223-3p, hsa-miR-125a-3p, hsa-miR-92b-5p, hsa-miR-22-3p, hsa-miR-6073, hsa-miR-6845-5p, hsa-miR-6769b-5p, hsa-miR-4665-3p, hsa-miR-1913, hsa-miR-1228-3p, hsa-miR-940, hsa-miR-296-3p, hsa-miR-4690-5p, hsa-miR-548q, hsa-miR-663a, hsa-miR-1249, hsa-miR-1202, hsa-miR-7113-3p, hsa-miR-1225-3p, hsa-miR-4783-3p, hsa-miR-4448 and hsa-miR-4534, optionally an expression level of lung cancer-derived gene(s) selected from the following group B: hsa-miR-19b-3p, hsa-miR-1228-5p, and hsa-miR-1307-3p, and optionally an expression level of lung cancer-derived gene(s) selected from the following group C: hsa-miR-4271, hsa-miR-642b-3p, hsa-miR-6075, hsa-miR-6125, hsa-miR-887-3p, hsa-miR-6851-5p, hsa-miR-6763-5p, hsa-miR-3928-3p, hsa-miR-4443, hsa-miR-3648, hsa-miR-149-3p, hsa-miR-4689, hsa-miR-4763-3p, hsa-miR-6729-5p, hsa-miR-3196, hsa-miR-8069, hsa-miR-1268a, hsa-miR-4739, hsa-miR-1268b, hsa-miR-5698, hsa-miR-6752-5p, hsa-miR-4507, hsa-miR-564, hsa-miR-4497, hsa-miR-6877-5p, hsa-miR-6087, hsa-miR-4731-5p, hsa-miR-615-5p, hsa-miR-760, hsa-miR-6891-5p, hsa-miR-6887-5p, hsa-miR-4525, hsa-miR-1914-3p, hsa-miR-619-5p, hsa-miR-5001-5p, hsa-miR-6722-3p, hsa-miR-3621, hsa-miR-4298, hsa-miR-675-5p and hsa-miR-4655-5p in a sample in vitro, further comparing, for example, the expression level(s) of the aforementioned gene(s) in the sample (e.g., blood, serum, or plasma) collected from a subject who is suspected of having lung cancer with a control expression level in the sample collected from a healthy subject (including a non-lung cancer patient), and evaluating the subject as having lung cancer when the expression level(s) of the target nucleic acid(s) is statistically significantly different between the samples.

This method of the present invention permits limitedly-invasive early diagnosis of cancer with high sensitivity and specificity, and thereby brings about early treatment and improved prognosis. In addition, exacerbation of the disease or the effectiveness of surgical, radiotherapeutic, and chemotherapeutic treatments can be monitored.

The method for extracting the lung cancer-derived gene from the sample such as blood, serum, or plasma according to the present invention is particularly preferably prepared by the addition of a reagent for RNA extraction in 3D-Gene™ RNA extraction reagent from liquid sample kit (Toray Industries, Inc.). A general acidic phenol method (acid guanidinium-phenol-chloroform (AGPC)) may be used, or Trizol™ (Life Technologies Corp.) may be used. The lung cancer-derived gene may be prepared by the addition of a reagent for RNA extraction containing acidic phenol, such as Trizol (Life Technologies Corp.) or Isogen (Nippon Gene Co., Ltd.). Alternatively, a kit such as miRNeasy™ Mini Kit (Qiagen N.V.) can be used, though the method is not limited thereto.

The present invention also provides use of the kit or the device of the present invention for detecting in vitro an expression product of a lung cancer-derived miRNA gene in a sample derived from a subject.

In the method of the present invention, a kit or a device comprising, each alone or in every possible composition, the polynucleotides that can be used in the present invention as described above is used as the kit or the device.

In the detection or (genetic) diagnosis of lung cancer according to the present invention, each polynucleotide contained in the kit or the device of the present invention can be used as a probe or a primer. In the case of using the polynucleotide as a primer, TaqMan™ MicroRNA Assays from Life Technologies Corp., miScript PCR System from Qiagen N.V., or the like can be used, though the method is not limited thereto.

The polynucleotide contained in the kit or the device of the present invention can be used as a primer or a probe according to a routine method in a method known in the art for specifically detecting the particular gene, for example, a hybridization technique such as Northern blot, Southern blot, in situ hybridization, Northern hybridization, or Southern hybridization, or a quantitative amplification technique such as quantitative RT-PCR. A body fluid such as blood, serum, plasma, or urine from a subject is collected as a sample to be assayed according to the type of the detection method used. Alternatively, total RNA prepared from such a body fluid by the method described above may be used, and various polynucleotides including cDNA prepared on the basis of the RNA may be used.

The kit or the device of the present invention is useful for the diagnosis of lung cancer or the detection of the presence or absence of lung cancer. Specifically, the detection of lung cancer using the kit or the device can be performed by detecting in vitro an expression level of a gene using the nucleic acid probe or the primer contained in the kit or the device in a sample such as blood, serum, plasma, or urine from a subject suspected of having lung cancer. The subject suspected of having lung cancer can be evaluated as having lung cancer when the expression level of a target miRNA marker measured using polynucleotide(s) (including a variant(s), a fragment(s), and a derivative(s) thereof) consisting of a nucleotide sequence represented by at least one or more of SEQ ID NOs: 1 to 125, 127 to 130, 132 to 134 and 561 to 578 or a complementary sequence thereof, optionally a nucleotide sequence represented by one or more of SEQ ID NOs: 126 and 131 or a complementary sequence thereof, and optionally a nucleotide sequence represented by one or more of SEQ ID NOs: 135 to 174 or a complementary sequence thereof in the sample such as blood, serum, plasma, or urine of the subject is statistically significantly different from the expression level thereof in the sample such as blood, serum, or plasma, or urine of a healthy subject.

The method of the present invention can be combined with chest X-ray examination as well as a diagnostic imaging method such as CT, MRI, or PET. The method of the present invention is capable of specifically detecting lung cancer and can substantially discriminate lung cancer from the other cancers.

The method for detecting the absence of an expression product of a lung cancer-derived gene or the presence of the expression product of a lung cancer-derived gene in a sample using the kit or the device of the present invention comprises collecting a body fluid such as blood, serum, plasma, or urine from a subject, and measuring the expression level of the target gene contained therein using one or more polynucleotide(s) (including a variant(s), a fragment(s), and a derivative(s)) selected from the polynucleotide group of the present invention, to evaluate the presence or absence of lung cancer or to detect lung cancer. Using the method for detecting lung cancer according to the present invention, for example, the presence or absence of amelioration of the disease or the degree of amelioration thereof in a lung cancer patient given a therapeutic drug for the amelioration of the disease can be also evaluated or diagnosed.

The method of the present invention can comprise, for example, the following steps (a), (b), and (c):

(a) a step of contacting a sample derived from a subject with a polynucleotide in the kit or the device of the present invention in vitro;

(b) a step of measuring an expression level of the target nucleic acid in the sample using the polynucleotide as a nucleic acid probe or a primer; and

(c) a step of evaluating the presence or absence of lung cancer (cells) in the subject on the basis of the step (b).

Specifically, the present invention provides a method for detecting lung cancer, comprising measuring an expression level of a target nucleic acid in a sample of a subject using a nucleic acid capable of specifically binding to at least one or more (preferably at least two or more) polynucleotide(s) selected from the group consisting of miR-6768-5p, miR-6836-3p, miR-6782-5p, miR-3663-3p, miR-1908-3p, miR-6726-5p, miR-4258, miR-1343-3p, miR-4516, miR-6875-5p, miR-4651, miR-6825-5p, miR-6840-3p, miR-6780b-5p, miR-6749-5p, miR-8063, miR-6784-5p, miR-3679-5p, miR-3184-5p, miR-663b, miR-6880-5p, miR-1908-5p, miR-92a-2-5p, miR-7975, miR-7110-5p, miR-6842-5p, miR-6857-5p, miR-5572, miR-3197, miR-6131, miR-6889-5p, miR-4454, miR-1199-5p, miR-1247-3p, miR-6800-5p, miR-6872-3p, miR-4649-5p, miR-6791-5p, miR-4433b-3p, miR-3135b, miR-128-2-5p, miR-4675, miR-4472, miR-6785-5p, miR-6741-5p, miR-7977, miR-3665, miR-128-1-5p, miR-4286, miR-6765-3p, miR-4632-5p, miR-365a-5p, miR-6088, miR-6816-5p, miR-6885-5p, miR-711, miR-6765-5p, miR-3180, miR-4442, miR-4792, miR-6721-5p, miR-6798-5p, miR-3162-5p, miR-6126, miR-4758-5p, miR-2392, miR-486-3p, miR-6727-5p, miR-4728-5p, miR-6746-5p, miR-4270, miR-3940-5p, miR-4725-3p, miR-7108-5p, miR-3656, miR-6879-5p, miR-6738-5p, miR-1260a, miR-4446-3p, miR-3131, miR-4463, miR-3185, miR-6870-5p, miR-6779-5p, miR-1273g-3p, miR-8059, miR-4697-5p, miR-4674, miR-4433-3p, miR-4257, miR-1915-5p, miR-4417, miR-1343-5p, miR-6781-5p, miR-4695-5p, miR-1237-5p, miR-6775-5p, miR-7845-5p, miR-4746-3p, miR-7641, miR-7847-3p, miR-6806-5p, miR-4467, miR-4726-5p, miR-4648, miR-6089, miR-1260b, miR-4532, miR-5195-3p, miR-3188, miR-6848-5p, miR-1233-5p, miR-6717-5p, miR-3195, miR-6757-5p, miR-8072, miR-4745-5p, miR-6511a-5p, miR-6776-5p, miR-371a-5p, miR-1227-5p, miR-7150, miR-1915-3p, miR-187-5p, miR-614, miR-1225-5p, miR-451a, miR-939-5p, miR-223-3p, miR-125a-3p, miR-92b-5p, miR-22-3p, miR-6073, miR-6845-5p, miR-6769b-5p, miR-4665-3p, miR-1913, miR-1228-3p, miR-940, miR-296-3p, miR-4690-5p, miR-548q, miR-663a, miR-1249, miR-1202, miR-7113-3p, miR-1225-3p, miR-4783-3p, miR-4448 and miR-4534, and evaluating in vitro whether or not the subject has lung cancer using the measured expression level and a control expression level of a healthy subject measured in the same way as above.

As used herein, the term “evaluation” is evaluation support based on results of in vitro examination, not physician's judgment.

As described above, as for the target nucleic acids in a preferred embodiment of the method of the present invention, specifically, miR-6768-5p is hsa-miR-6768-5p, miR-6836-3p is hsa-miR-6836-3p, miR-6782-5p is hsa-miR-6782-5p, miR-3663-3p is hsa-miR-3663-3p, miR-1908-3p is hsa-miR-1908-3p, miR-6726-5p is hsa-miR-6726-5p, miR-4258 is hsa-miR-4258, miR-1343-3p is hsa-miR-1343-3p, miR-4516 is hsa-miR-4516, miR-6875-5p is hsa-miR-6875-5p, miR-4651 is hsa-miR-4651, miR-6825-5p is hsa-miR-6825-5p, miR-6840-3p is hsa-miR-6840-3p, miR-6780b-5p is hsa-miR-6780b-5p, miR-6749-5p is hsa-miR-6749-5p, miR-8063 is hsa-miR-8063, miR-6784-5p is hsa-miR-6784-5p, miR-3679-5p is hsa-miR-3679-5p, miR-3184-5p is hsa-miR-3184-5p, miR-663b is hsa-miR-663b, miR-6880-5p is hsa-miR-6880-5p, miR-1908-5p is hsa-miR-1908-5p, miR-92a-2-5p is hsa-miR-92a-2-5p, miR-7975 is hsa-miR-7975, miR-7110-5p is hsa-miR-7110-5p, miR-6842-5p is hsa-miR-6842-5p, miR-6857-5p is hsa-miR-6857-5p, miR-5572 is hsa-miR-5572, miR-3197 is hsa-miR-3197, miR-6131 is hsa-miR-6131, miR-6889-5p is hsa-miR-6889-5p, miR-4454 is hsa-miR-4454, miR-1199-5p is hsa-miR-1199-5p, miR-1247-3p is hsa-miR-1247-3p, miR-6800-5p is hsa-miR-6800-5p, miR-6872-3p is hsa-miR-6872-3p, miR-4649-5p is hsa-miR-4649-5p, miR-6791-5p is hsa-miR-6791-5p, miR-4433b-3p is hsa-miR-4433b-3p, miR-3135b is hsa-miR-3135b, miR-128-2-5p is hsa-miR-128-2-5p, miR-4675 is hsa-miR-4675, miR-4472 is hsa-miR-4472, miR-6785-5p is hsa-miR-6785-5p, miR-6741-5p is hsa-miR-6741-5p, miR-7977 is hsa-miR-7977, miR-3665 is hsa-miR-3665, miR-128-1-5p is hsa-miR-128-1-5p, miR-4286 is hsa-miR-4286, miR-6765-3p is hsa-miR-6765-3p, miR-4632-5p is hsa-miR-4632-5p, miR-365a-5p is hsa-miR-365a-5p, miR-6088 is hsa-miR-6088, miR-6816-5p is hsa-miR-6816-5p, miR-6885-5p is hsa-miR-6885-5p, miR-711 is hsa-miR-711, miR-6765-5p is hsa-miR-6765-5p, miR-3180 is hsa-miR-3180, miR-4442 is hsa-miR-4442, miR-4792 is hsa-miR-4792, miR-6721-5p is hsa-miR-6721-5p, miR-6798-5p is hsa-miR-6798-5p, miR-3162-5p is hsa-miR-3162-5p, miR-6126 is hsa-miR-6126, miR-4758-5p is hsa-miR-4758-5p, miR-2392 is hsa-miR-2392, miR-486-3p is hsa-miR-486-3p, miR-6727-5p is hsa-miR-6727-5p, miR-4728-5p is hsa-miR-4728-5p, miR-6746-5p is hsa-miR-6746-5p, miR-4270 is hsa-miR-4270, miR-3940-5p is hsa-miR-3940-5p, miR-4725-3p is hsa-miR-4725-3p, miR-7108-5p is hsa-miR-7108-5p, miR-3656 is hsa-miR-3656, miR-6879-5p is hsa-miR-6879-5p, miR-6738-5p is hsa-miR-6738-5p, miR-1260a is hsa-miR-1260a, miR-4446-3p is hsa-miR-4446-3p, miR-3131 is hsa-miR-3131, miR-4463 is hsa-miR-4463, miR-3185 is hsa-miR-3185, miR-6870-5p is hsa-miR-6870-5p, miR-6779-5p is hsa-miR-6779-5p, miR-1273g-3p is hsa-miR-1273g-3p, miR-8059 is hsa-miR-8059, miR-4697-5p is hsa-miR-4697-5p, miR-4674 is hsa-miR-4674, miR-4433-3p is hsa-miR-4433-3p, miR-4257 is hsa-miR-4257, miR-1915-5p is hsa-miR-1915-5p, miR-4417 is hsa-miR-4417, miR-1343-5p is hsa-miR-1343-5p, miR-6781-5p is hsa-miR-6781-5p, miR-4695-5p is hsa-miR-4695-5p, miR-1237-5p is hsa-miR-1237-5p, miR-6775-5p is hsa-miR-6775-5p, miR-7845-5p is hsa-miR-7845-5p, miR-4746-3p is hsa-miR-4746-3p, miR-7641 is hsa-miR-7641, miR-7847-3p is hsa-miR-7847-3p, miR-6806-5p is hsa-miR-6806-5p, miR-4467 is hsa-miR-4467, miR-4726-5p is hsa-miR-4726-5p, miR-4648 is hsa-miR-4648, miR-6089 is hsa-miR-6089, miR-1260b is hsa-miR-1260b, miR-4532 is hsa-miR-4532, miR-5195-3p is hsa-miR-5195-3p, miR-3188 is hsa-miR-3188, miR-6848-5p is hsa-miR-6848-5p, miR-1233-5p is hsa-miR-1233-5p, miR-6717-5p is hsa-miR-6717-5p, miR-3195 is hsa-miR-3195, miR-6757-5p is hsa-miR-6757-5p, miR-8072 is hsa-miR-8072, miR-4745-5p is hsa-miR-4745-5p, miR-6511a-5p is hsa-miR-6511a-5p, miR-6776-5p is hsa-miR-6776-5p, miR-371a-5p is hsa-miR-371a-5p, miR-1227-5p is hsa-miR-1227-5p, miR-7150 is hsa-miR-7150, miR-1915-3p is hsa-miR-1915-3p, miR-187-5p is hsa-miR-187-5p, miR-614 is hsa-miR-614, miR-1225-5p is hsa-miR-1225-5p, miR-451a is hsa-miR-451a, miR-939-5p is hsa-miR-939-5p, miR-223-3p is hsa-miR-223-3p, miR-125a-3p is hsa-miR-125a-3p, miR-92b-5p is hsa-miR-92b-5p, miR-22-3p is hsa-miR-22-3p, miR-6073 is hsa-miR-6073, miR-6845-5p is hsa-miR-6845-5p, miR-6769b-5p is hsa-miR-6769b-5p, miR-4665-3p is hsa-miR-4665-3p, miR-1913 is hsa-miR-1913, miR-1228-3p is hsa-miR-1228-3p, miR-940 is hsa-miR-940, miR-296-3p is hsa-miR-296-3p, miR-4690-5p is hsa-miR-4690-5p, miR-548q is hsa-miR-548q, miR-663a is hsa-miR-663a, miR-1249 is hsa-miR-1249, miR-1202 is hsa-miR-1202, miR-7113-3p is hsa-miR-7113-3p, miR-1225-3p is hsa-miR-1225-3p, miR-4783-3p is hsa-miR-4783-3p, miR-4448 is hsa-miR-4448, and miR-4534 is hsa-miR-4534.

In a preferred embodiment of the method of the present invention, specifically, the nucleic acid (specifically, probe or primer) is selected from the group consisting of the following polynucleotides (a) to (e):

(a) a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 1 to 125, 127 to 130, 132 to 134, and 561 to 578 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides, (b) a polynucleotide comprising a nucleotide sequence represented by any of SEQ ID NOs: 1 to 125, 127 to 130, 132 to 134, and 561 to 578, (c) a polynucleotide consisting of a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 1 to 125, 127 to 130, 132 to 134, and 561 to 578 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides, (d) a polynucleotide comprising a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 1 to 125, 127 to 130, 132 to 134, and 561 to 578 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, and (e) a polynucleotide hybridizing under stringent conditions to any of the polynucleotides (a) to (d).

The method of the present invention can further employ a nucleic acid capable of specifically binding to at least one or more polynucleotide(s) selected from the group consisting of miR-19b-3p, miR-1228-5p, and miR-1307-3p.

As for such a nucleic acid, specifically, miR-19b-3p is hsa-miR-19b-3p, miR-1228-5p is hsa-miR-1228-5p, and miR-1307-3p is hsa-miR-1307-3p.

In a preferred embodiment, such a nucleic acid is specifically selected from the group consisting of the following polynucleotides (f) to (j):

(f) a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 126, 131, and 579 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides, (g) a polynucleotide comprising a nucleotide sequence represented by any of SEQ ID NOs: 126, 131, and 579, (h) a polynucleotide consisting of a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 126, 131, and 579 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides, (i) a polynucleotide comprising a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 126, 131, and 579 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, and (j) a polynucleotide hybridizing under stringent conditions to any of the polynucleotides (f) to (i).

The nucleic acid further used in the method of the present invention can comprise a nucleic acid capable of specifically binding to at least one or more polynucleotide(s) selected from the group consisting of miR-4271, miR-642b-3p, miR-6075, miR-6125, miR-887-3p, miR-6851-5p, miR-6763-5p, miR-3928-3p, miR-4443, miR-3648, miR-149-3p, miR-4689, miR-4763-3p, miR-6729-5p, miR-3196, miR-8069, miR-1268a, miR-4739, miR-1268b, miR-5698, miR-6752-5p, miR-4507, miR-564, miR-4497, miR-6877-5p, miR-6087, miR-4731-5p, miR-615-5p, miR-760, miR-6891-5p, miR-6887-5p, miR-4525, miR-1914-3p, miR-619-5p, miR-5001-5p, miR-6722-3p, miR-3621, miR-4298, miR-675-5p and miR-4655-5p.

As for such a nucleic acid, specifically, miR-4271 is hsa-miR-4271, miR-642b-3p is hsa-miR-642b-3p, miR-6075 is hsa-miR-6075, miR-6125 is hsa-miR-6125, miR-887-3p is hsa-miR-887-3p, miR-6851-5p is hsa-miR-6851-5p, miR-6763-5p is hsa-miR-6763-5p, miR-3928-3p is hsa-miR-3928-3p, miR-4443 is hsa-miR-4443, miR-3648 is hsa-miR-3648, miR-149-3p is hsa-miR-149-3p, miR-4689 is hsa-miR-4689, miR-4763-3p is hsa-miR-4763-3p, miR-6729-5p is hsa-miR-6729-5p, miR-3196 is hsa-miR-3196, miR-8069 is hsa-miR-8069, miR-1268a is hsa-miR-1268a, miR-4739 is hsa-miR-4739, miR-1268b is hsa-miR-1268b, miR-5698 is hsa-miR-5698, miR-6752-5p is hsa-miR-6752-5p, miR-4507 is hsa-miR-4507, miR-564 is hsa-miR-564, miR-4497 is hsa-miR-4497, miR-6877-5p is hsa-miR-6877-5p, miR-6087 is hsa-miR-6087, miR-4731-5p is hsa-miR-4731-5p, miR-615-5p is hsa-miR-615-5p, miR-760 is hsa-miR-760, miR-6891-5p is hsa-miR-6891-5p, miR-6887-5p is hsa-miR-6887-5p, miR-4525 is hsa-miR-4525, miR-1914-3p is hsa-miR-1914-3p, miR-619-5p is hsa-miR-619-5p, miR-5001-5p is hsa-miR-5001-5p, miR-6722-3p is hsa-miR-6722-3p, miR-3621 is hsa-miR-3621, miR-4298 is hsa-miR-4298, miR-675-5p is hsa-miR-675-5p, and miR-4655-5p is hsa-miR-4655-5p.

In a preferred embodiment, such a nucleic acid is specifically a polynucleotide selected from the group consisting of the following polynucleotides (k) to (o):

(k) a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 135 to 174 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides, (l) a polynucleotide comprising a nucleotide sequence represented by any of SEQ ID NOs: 135 to 174, (m) a polynucleotide consisting of a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 135 to 174 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides, (n) a polynucleotide comprising a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 135 to 174 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, and (o) a polynucleotide hybridizing under stringent conditions to any of the polynucleotides (k) to (n).

Examples of the sample used in the method of the present invention can include samples prepared from a living tissue (preferably a lung tissue) or a body fluid such as blood, serum, plasma, or urine from the subject. Specifically, for example, an RNA-containing sample prepared from the tissue, a polynucleotide-containing sample further prepared therefrom, a body fluid such as blood, serum, plasma, or urine, a portion or the whole of a living tissue collected from the subject by biopsy or the like, or a living tissue excised by surgery can be used, and the sample for measurement can be prepared therefrom.

As used herein, the subject refers to a mammal, for example, a human, a monkey, a mouse and a rat, without any limitation, and is preferably a human.

The steps of the method of the present invention can be changed according to the type of the sample to be assayed.

In the case of using RNA as an analyte, the detection of lung cancer (cells) can comprise, for example, the following steps (a), (b), and (c):

(a) a step of binding RNA prepared from the sample of the subject or a complementary polynucleotide (cDNA) transcribed therefrom to a polynucleotide in the kit or the device of the present invention;

(b) a step of measuring the sample-derived RNA or the cDNA synthesized from the RNA, bound with the polynucleotide by hybridization using the polynucleotide as a nucleic acid probe or by quantitative RT-PCR using the polynucleotide as a primer; and

(c) a step of evaluating the presence or absence of lung cancer (or lung cancer-derived gene expression) on the basis of the measurement results of the step (b).

For example, various hybridization methods can be used for detecting, examining, evaluating, or diagnosing lung cancer (or lung cancer-derived gene expression) in vitro according to the present invention. For example, Northern blot, Southern blot, RT-PCR, DNA chip analysis, in situ hybridization, Northern hybridization, or Southern hybridization can be used as such a hybridization method.

In the case of using the Northern blot, the presence or absence of expression of each gene or the expression level thereof in the RNA can be detected or measured by use of the nucleic acid probe that can be used in the present invention. Specific examples thereof can include a method which involves labeling the nucleic acid probe (or its complementary strand) with a radioisotope (³²P, ³³P, ³⁵S, etc.), a fluorescent material, or the like, hybridizing the labeled product with the living tissue-derived RNA from a subject transferred to a nylon membrane or the like according to a routine method, and then detecting and measuring a signal derived from the label (radioisotope or fluorescent material) on the formed DNA/RNA duplex using a radiation detector (examples thereof can include BAS-1800 II (Fujifilm Corp.)) or a fluorescence detector (examples thereof can include STORM 865 (GE Healthcare Japan Corp.)).

In the case of using the quantitative RT-PCR, the presence or absence of expression of each gene or the expression level thereof in the RNA can be detected or measured by use of the primer that can be used in the present invention. Specific examples thereof can include a method which involves preparing cDNA from the living tissue-derived RNA of a subject according to a routine method, hybridizing a pair of primers (consisting of a plus strand and a reverse strand binding to the cDNA) of the present invention with the cDNA such that the region of each target gene can be amplified with the cDNA as a template, and performing PCR according to a routine method to detect the obtained double-stranded DNA. The method for detecting the double-stranded DNA can include a method of performing the PCR using the primers labeled in advance with a radioisotope or a fluorescent material, a method of electrophoresing the PCR product on an agarose gel and staining the double-stranded DNA with ethidium bromide or the like for detection, and a method of transferring the produced double-stranded DNA to a nylon membrane or the like according to a routine method and hybridizing the double-stranded DNA to a labeled nucleic acid probe for detection.

In the case of using the nucleic acid array analysis, an RNA chip or a DNA chip in which the nucleic acid probes (single-stranded or double-stranded) of the present invention is attached to a substrate (solid phase) is used. Regions having the attached nucleic acid probes are referred to as probe spots, and regions having no attached nucleic acid probe are referred to as blank spots. A gene group immobilized on a solid-phase substrate is generally called a nucleic acid chip, a nucleic acid array, a microarray, or the like. The DNA or RNA array includes a DNA or RNA macroarray and a DNA or RNA microarray. The term “chip” used herein includes all of them. 3D-Gene™ Human miRNA Oligo chip (Toray Industries, Inc.) can be used as the DNA chip, though the DNA chip is not limited thereto.

Examples of the measurement using the DNA chip can include, but are not limited to, a method of detecting and measuring a signal derived from the label on the nucleic acid probes using an image detector (examples thereof can include Typhoon 9410 (GE Healthcare Japan Corp.) and 3D-Gene™ scanner (Toray Industries, Inc.)).

The “stringent conditions” used herein are, as mentioned above, conditions under which a nucleic acid probe hybridizes to its target sequence to a larger extent (e.g., a measurement value equal to or larger than a mean of background measurement values+a standard deviation of the background measurement values×2) than that for other sequences.

The stringent conditions are defined by hybridization and subsequent washing conditions. The hybridization conditions are not limited and are conditions involving, for example, 30° C. to 60° C. for 1 to 24 hours in a solution containing SSC, a surfactant, formamide, dextran sulfate, a blocking agent, etc. In this context, 1×SSC is an aqueous solution (pH 7.0) containing 150 mM sodium chloride and 15 mM sodium citrate. The surfactant includes, for example, SDS (sodium dodecyl sulfate), Triton, or Tween. The hybridization conditions more preferably involve 3 to 10×SSC and 0.1 to 1% SDS. Examples of the conditions of the washing, following the hybridization, which is another condition to define the stringent conditions, can include conditions involving continuous washing at 30° C. in a solution containing 0.5×SSC and 0.1% SDS, at 30° C. in a solution containing 0.2×SSC and 0.1% SDS, and at 30° C. in a 0.05×SSC solution. It is desirable that the complementary strand should maintain its hybridized state with a target plus strand even by washing under such conditions. Specifically, examples of such a complementary strand can include a strand consisting of a nucleotide sequence in a completely complementary relationship with the nucleotide sequence of the target plus strand, and a strand consisting of a nucleotide sequence having at least 80%, preferably at least 85%, more preferably at least 90% or at least 95%, for example, at least 98% or at least 99% identity to the strand.

Other examples of the “stringent conditions” for the hybridization are described in, for example, Sambrook, J. & Russel, D., Molecular Cloning, A LABORATORY MANUAL, Cold Spring Harbor Laboratory Press, published on Jan. 15, 2001, Vol. 1, 7.42 to 7.45 and Vol. 2, 8.9 to 8.17, and can be used in the present invention.

Examples of the conditions for carrying out PCR using a polynucleotide fragment in the kit of the present invention as a primer include treatment for approximately 15 seconds to 1 minute at 5 to 10° C. plus a Tm value calculated from the sequence of the primer, using a PCR buffer with composition such as 10 mM Tris-HCL (pH 8.3), 50 mM KCL, and 1 to 2 mM MgCl₂. Examples of the method for calculating such a Tm value include Tm value=2×(the number of adenine residues+the number of thymine residues)+4×(the number of guanine residues+the number of cytosine residues).

In the case of using the quantitative RT-PCR, a commercially available kit for measurement specially designed for quantitatively measuring miRNA, such as TaqMan™ MicroRNA Assays (Life Technologies Corp.), LNA™-based MicroRNA PCR (Exiqon), or Ncode™ miRNA qRT-PCT kit (Invitrogen Corp.) may be used.

For the calculation of gene expression levels, statistical treatment described in, for example, Statistical analysis of gene expression microarray data (Speed T., Chapman and Hall/CRC), and A beginner's guide Microarray gene expression data analysis (Causton H.C. et al., Blackwell publishing) can be used in the present invention, though the calculation method is not limited thereto. For example, twice, preferably 3 times, more preferably 6 times the standard deviation of the measurement values of the blank spots are added to the average measurement value of the blank spots on the DNA chip, and probe spots having a signal value equal to or larger than the resulting value can be regarded as detection spots. Alternatively, the average measurement value of the blank spots is regarded as a background and can be subtracted from the measurement values of the probe spots to determine gene expression levels. A missing value for a gene expression level can be excluded from the analyte, preferably replaced with the smallest value of the gene expression level in each DNA chip, or more preferably replaced with a value obtained by subtracting 0.1 from a logarithmic value of the smallest value of the gene expression level. In order to eliminate low-signal genes, only a gene having a gene expression level of 2⁶, preferably 2⁸, more preferably 2¹⁰ or larger, in 20% or more, preferably 50% or more, more preferably 80% or more of the number of measurement samples can be selected as the analyte. Examples of the normalization of the gene expression level include, but are not limited to, global normalization and quantile normalization (Bolstad, B. M. et al., 2003, Bioinformatics, Vol. 19, p. 185-193).

The present invention also provides a method comprising measuring a target gene or gene expression level in a sample derived from a subject using the polynucleotide, the kit, or the device (e.g., chip) for detection of the present invention, or a combination thereof, preparing a discriminant (discriminant function) with gene expression levels in a sample derived from a lung cancer patient and a sample derived from a healthy subject as supervising samples, and determining or evaluating the presence and/or absence of the lung cancer-derived gene in the sample.

Specifically, the present invention further provides the method comprising: a first step of measuring in vitro an expression level of a target gene in multiple samples that were known to be able to determine or evaluate the presence and/or absence of the lung cancer-derived gene in the samples, using the polynucleotide, the kit, or the device (e.g., chip) for detection of the present invention, or a combination thereof; a second step of constructing a discriminant with the measurement values of the expression level of the target gene (target nucleic acids) that was obtained in the first step as supervising samples; a third step of measuring in vitro an expression level of the target gene in a sample derived from a subject in the same way as in the first step; and a fourth step of assigning the measurement value of the expression level of the target gene obtained in the third step into the discriminant obtained in the second step, and determining or evaluating the presence and/or absence of the lung cancer-derived gene in the sample on the basis of the results obtained from the discriminant, wherein the target gene can be detected using a polynucleotide for the detection, that was contained in the polynucleotide, the kit or the device (e.g., chip). In this context, the discriminant can be prepared by use of Fisher's discriminant analysis, nonlinear discriminant analysis based on Mahalanobis' distance, neural network, Support Vector Machine (SVM), or the like, though the method is not limited thereto.

When a clustering boundary is a straight line or a hyperplane, the linear discriminant analysis is a method for determining the association of a cluster using Formula 1 as a discriminant. In Formula 1, x represents an explanatory variable, w represents a coefficient of the explanatory variable, and w0 represents a constant term.

$\begin{matrix} {{f(x)} = {w_{0} + {\sum\limits_{i = 1}^{n}{w_{i}x_{i}}}}} & {{Formula}\mspace{14mu} 1} \end{matrix}$

Values obtained from the discriminant are referred to as discriminant scores. The measurement values of a newly offered data set can be assigned as explanatory variables to the discriminant to determine clusters by the signs of the discriminant scores.

The Fisher's discriminant analysis, one type of linear discriminant analysis, is a dimensionality reduction method for selecting a dimension suitable for discriminating classes, and constructs a highly discriminating synthetic variable by focusing on the variance of synthetic variables and minimizing the variance of data having the same label (Venables, W. N. et al., Modern Applied Statistics with S. Fourth edition. Springer., 2002). In the Fisher's linear discriminant analysis, direction w of projection is determined so as to maximize Formula 2. In this Formula, μ represents an average input, ng represents the number of data associate with class g, and μg represents an average input of the data associated with class g. The numerator and the denominator are the inter-classe variance and the intra-classe variance, respectively, when each data is projected in the direction of the vector w. Discriminant coefficient wi is determined by maximizing this ratio (Takafumi Kanamori et al., “Pattern Recognition”, Kyoritsu Shuppan Co., Ltd. (2009); and Richard O. et al., Pattern Classification Second Edition., Wiley-Interscience, 2000).

$\begin{matrix} {{{J(w)} = \frac{\sum\limits_{g = 1}^{G}{{n_{g}\left( {{w^{T}\mu_{g}} - {w^{T}\mu}} \right)}\left( {{w^{T}\mu_{g}} - {w^{T}\mu}} \right)^{T}}}{\sum\limits_{g = 1}^{G}{\sum\limits_{{\text{i}\text{∷}\text{y}}_{i} = g}{\left( {{w^{T}x_{i}} - {w^{T}\mu_{g}}} \right)\left( {{w^{T}x_{i}} - {w^{T}\mu_{g}}} \right)}}}}{{{{subject}\mspace{14mu}{to}\mspace{14mu}\mu} = {\sum\limits_{i = 1}^{n}\frac{x_{i}}{n}}},{\mu_{g} = {\sum\limits_{{\text{i}\text{∷}\text{u}}_{i} = g}^{n}\frac{x_{i}}{n_{g}}}}}} & {{Formula}\mspace{14mu} 2} \end{matrix}$

The Mahalanobis' distance is calculated according to Formula 3 in consideration of data correlation and can be used as nonlinear discriminant analysis for determining an associated cluster that shows a closer Mahalanobis' distance from each cluster. In this Formula 3, μ represents a central vector of each cluster, and S-1 represents an inverse matrix of the variance-covariance matrix of the cluster. The central vector is calculated from explanatory variable x, and an average vector, a median value vector, or the like can be used.

$\begin{matrix} {{D\left( {x,\mu} \right)} = \left\{ {\left( {x - \mu} \right)^{t}{S^{- 1}\left( {x - \mu} \right)}} \right\}^{\frac{1}{2}}} & {{Formula}\mspace{14mu} 3} \end{matrix}$

SVM is a discriminant analysis method devised by V. Vapnik (The Nature of Statistical Leaning Theory, Springer, 1995). Particular data points of a data set having known classes are defined as explanatory variables, and classes are defined as objective variables. A boundary plane called hyperplane for correctly classifying the data set into the known classes is determined, and a discriminant for data classification is determined using the boundary plane. Then, the measurement values of a newly offered data set can be assigned as explanatory variables to the discriminant to determine classes. In this respect, the results of the discriminant analysis may be classes, may be a probability of data to be classified into correct classes, or may be the distance from the hyperplane. In SVM, a method of nonlinearly converting a feature vector to a high dimension and performing linear discriminant in the space is known as a method for tackling nonlinear problems. An expression in which an inner product of two factors in a nonlinearly mapped space is expressed only by inputs in their original spaces is called kernel. Examples of the kernel can include a linear kernel, a RBF (Radial Basis Function) kernel, and a Gaussian kernel. While highly dimensional mapping is performed according to the kernel, the optimum discriminant, i.e., a discriminant, can be actually constructed by mere calculation according to the kernel, which avoids calculating features in the mapped space (e.g., Hideki Aso et al., Frontier of Statistical Science 6 “Statistics of pattern recognition and learning—New concepts and approaches”, Iwanami Shoten, Publishers (2004); Nello Cristianini et al., Introduction to SVM, Kyoritsu Shuppan Co., Ltd. (2008)).

C-support vector classification (C-SVC), one type of SVM, involves preparing a hyperplane by supervising with the explanatory variables of two groups and classifying an unknown data set into either of the groups (C. Cortes et al., 1995, Machine Learning, Vol. 20, p. 273-297).

Exemplary calculation of the C-SVC discriminant that can be used in the method of the present invention will be given below. First, all subjects are divided into two groups, i.e., a lung cancer patient group and a healthy subject group. For example, lung tissue examination can be used for a reference under which each subject is confirmed either as a lung cancer patient or as a healthy subject.

Next, a data set consisting of comprehensive gene expression levels of serum-derived samples of the two divided groups (hereinafter, this data set is referred to as a training cohort) is prepared, and a C-SVC discriminant is determined by using genes that were found to differ clearly in their gene expression levels between the two groups as explanatory variables, and using this grouping as objective variables (e.g., −1 and +1). An optimizing objective function is represented by Formula 4 wherein e represents all input vectors, y represents an objective variable, a represents a Lagrange's undetermined multiplier vector, Q represents a positive definite matrix, and C represents a parameter for adjusting constrained conditions.

$\begin{matrix} \begin{matrix} \min\limits_{a} & {{\frac{1}{2}a^{T}{Qa}} - {e^{T}a}} \\ {{subject}\mspace{14mu}{to}} & {{{{y^{T}a} = 0},\;{0 \leq a_{i} \leq C},\;{i = 1},\ldots\mspace{11mu},l,}\;} \end{matrix} & {{Formula}\mspace{14mu} 4} \end{matrix}$

Formula 5 is a finally obtained discriminant, and an associated group can be determined on the basis of the sign of a value obtained according to the discriminant. In this Formula, x represents a support vector, y represents a label indicating the association of a group, a represents the corresponding coefficient, b represents a constant term, and K represents a kernel function.

$\begin{matrix} {{f(x)} = {{sgn}\left( {{\sum\limits_{i = 1}^{l}{y_{i}a_{i}{K\left( {x_{i},x} \right)}}} + b} \right)}} & {{Formula}\mspace{14mu} 5} \end{matrix}$

For example, a RBF kernel defined by Formula 6 can be used as the kernel function. In this Formula, x represents a support vector, and γ represents a kernel parameter for adjusting the complexity of the hyperplane. K(x _(i) ,x _(j))=exp(−r∥x _(i) −x _(j)∥²), r<0  Formula 6

In addition, an approach such as neural network, k-nearest neighbor algorithms, decision trees, or logistic regression analysis can be selected as a method for determining or evaluating the presence and/or absence of expression of a lung cancer-derived target gene in a sample derived from a subject, or for evaluating the expression level thereof by comparison with a control derived from a healthy subject.

The method of the present invention can comprise, for example, the following steps (a), (b), and (c):

(a) a step of measuring an expression level of a target gene in tissues containing lung cancer-derived genes derived from lung cancer patients and/or samples that are already known to contain no lung cancer-derived gene derived from healthy subjects, using the polynucleotide, the kit, or the device (e.g., DNA chip) for detection according to the present invention;

(b) a step of preparing the discriminants of Formulas 1 to 3, 5, and 6 described above from the measurement values of the expression level measured in the step (a); and

(c) a step of measuring an expression level of the target gene in a sample derived from a subject using the polynucleotide, the kit, or the device (e.g., DNA chip) for detection according to the present invention, assigning the obtained measurement value to the discriminants prepared in the step (b), and determining or evaluating the presence and/or absence of expression of the lung cancer-derived target gene in the sample, or evaluating the expression level thereof by comparison with a healthy subject-derived control, on the basis of the obtained results. In this context, in the discriminants of Formulas 1 to 3, 5, and 6, x represents an explanatory variable and includes a value obtained by measuring a polynucleotide selected from the polynucleotides described in Section 2 above, or a fragment thereof, etc. Specifically, the explanatory variable for discriminating a lung cancer patient from a healthy subject according to the present invention is a gene expression level selected from, for example, the following expression levels (1) to (3):

(1) a gene expression level in the serum of a lung cancer patient or a healthy subject measured by any DNA comprising 15 or more consecutive nucleotides in a nucleotide sequence represented by any of SEQ ID NOs: 1 to 125, 127 to 130, 132 to 134 and 561 to 578 or a complementary sequence thereof,

(2) a gene expression level in the serum of a lung cancer patient or a healthy subject measured by any DNA comprising 15 or more consecutive nucleotides in a nucleotide sequence represented by any of SEQ ID NOs: 126, 131 and 579 or a complementary sequence thereof, and

(3) a gene expression level in the serum of a lung cancer patient or a healthy subject measured by any DNA comprising 15 or more consecutive nucleotides in a nucleotide sequence represented by any of SEQ ID NOs: 135 to 174 or a complementary sequence thereof

As described above, for the method for determining or evaluating the presence and/or absence of a lung cancer-derived gene in a sample derived from a subject, the preparation of a discriminant requires a discriminant prepared in a training cohort. For enhancing the discriminant accuracy of the discriminant, it is necessary for the discriminant to use genes that show clear difference between two groups in the training cohort.

Each gene that is used for an explanatory variable in a discriminant is preferably determined as follows. First, comprehensive gene expression levels of a lung cancer patient group and comprehensive gene expression levels of a healthy subject group in a training cohort are used as a data set, the degree of difference in the expression level of each gene between the two groups is determined through the use of, for example, the P value of t test, which is parametric analysis, or the P value of Mann-Whitney's U test or Wilcoxon test, which is nonparametric analysis.

The gene can be regarded as being statistically significant when the critical rate (significance level) of the P value obtained by the test is smaller than, for example, 5%, 1%, or 0.01%.

In order to correct an increased probability of type I error attributed to the repetition of a test, a method known in the art, for example, Bonferroni or Holm method, can be used for the correction (e.g., Yasushi Nagata et al., “Basics of statistical multiple comparison methods”, Scientist Press Co., Ltd. (2007)). As an example of the Bonferroni correction, for example, the P value obtained by a test is multiplied by the number of repetitions of the test, i.e., the number of genes used in the analysis, and the obtained value can be compared with a desired significance level to suppress a probability of causing type I error in the whole test.

Instead of the statistical test, the absolute value (fold change) of an expression ratio of a median value of each gene expression level between gene expression levels of a lung cancer patient group and gene expression levels of a healthy subject group may be calculated to select a gene that is used for an explanatory variable in a discriminant. Alternatively, ROC curves may be prepared using gene expression levels of a lung cancer patient group and a healthy subject group, and a gene that is used for an explanatory variable in a discriminant can be selected on the basis of an AUROC value.

Next, a discriminant that can be calculated by various methods described above is prepared using any number of genes having large difference in their gene expression levels determined here. Examples of the method for constructing a discriminant that produces the largest discriminant accuracy include a method of constructing a discriminant in every combination of genes that satisfy the significance level of P value, and a method of repetitively evaluating a discriminant while increasing the number of genes for use one by one in a descending order of difference in gene expression level (Furey T S. et al., 2000, Bioinformatics., Vol. 16, p. 906-14). A gene expression level of another independent lung cancer patient or healthy subject is assigned as an explanatory variable to this discriminant to calculate discriminant results of the group to which this independent lung cancer patient or healthy subject associates. Specifically, the found gene set for diagnosis and the discriminant constructed using the gene set for diagnosis can be evaluated in an independent sample group to find a more universal gene set for diagnosis capable of detecting lung cancer and a more universal method for discriminating lung cancer.

Split-sample method is preferably used for evaluating the discriminant performance (generality) of the discriminant. Specifically, a data set is divided into a training cohort and a validation cohort, and gene selection by a statistical test and discriminant preparation are performed in the training cohort. Accuracy, sensitivity, and specificity are calculated using results of discriminating a validation cohort according to the discriminant and a true group to which the validation cohort associates, to evaluate the discriminant performance. On the other hand, instead of dividing a data set, gene selection by a statistical test and discriminant preparation may be performed using all of samples, and accuracy, sensitivity, and specificity can be calculated by the discriminant of newly prepared samples according to the discriminant to evaluate the discriminant performance.

The present invention provides a polynucleotide for detection and for disease diagnosis useful in the diagnosis and treatment of lung cancer, a method for detecting lung cancer using the polynucleotide, and a kit and a device for the detection of lung cancer, comprising the polynucleotide. Particularly, in order to select a gene for diagnosis and prepare a discriminant so as to exhibit accuracy beyond a lung cancer diagnosis method using existing tumor markers CEA, a gene set for diagnosis and a discriminant for the method of the present invention, that exhibit accuracy beyond CEA, can be constructed, for example, by comparing genes expressed in serum derived from a patient confirmed to be negative using CEA but finally found to have lung cancer by detailed examination such as computed tomography using a contrast medium, with genes expressed in serum derived from a patient having no lung cancer.

For example, the gene set for diagnosis is set to any combination selected from one or two or more of the polynucleotides based on a nucleotide sequence represented by any of SEQ ID NOs: 1 to 125, 127 to 130, 132 to 134, and 561 to 578, or a complementary sequence thereof as described above, optionally one or two or more of the polynucleotides based on a nucleotide sequence represented by any of SEQ ID NOs: 126, 131 and 579, or a complementary sequence thereof, and optionally one or two or more of the polynucleotides based on a nucleotide sequence represented by any of SEQ ID NOs: 135 to 174, or a complementary sequence thereof. Further, a discriminant is constructed using expression levels of the gene set for diagnosis in samples derived from class I lung cancer patients and samples derived from class II healthy subjects as a result of tissue diagnosis. As a result, the presence or absence of lung cancer-derived genes in an unknown sample can be determined with 100% accuracy at the maximum by measuring expression levels of the gene set for diagnosis in the unknown sample.

EXAMPLES

Hereinafter, the present invention will be described further specifically with reference to Examples below. However, the scope of the present invention is not intended to be limited by these Examples.

Reference Example 1

<Collection of Samples from Lung Cancer Patients and Healthy Subjects>

Serum was collected using VENOJECT II vacuum blood collecting tube VP-AS109K60 (Terumo Corp.) from each of 100 healthy subjects and 17 lung cancer patients (8 lung adenocarcinoma cases involving 6 cases with T2N0M0, 1 case with T2N1M0, and 1 case with T2N2M0; and 8 squamous cell cancer cases involving 5 cases with T2N0M0, 1 case with T4N0M0, 1 case with T2N1M0, and 1 case with T4N2M0) confirmed to have no primary cancer other than lung cancer after acquisition of informed consent, and used as a training cohort. Likewise, serum was collected using VENOJECT II vacuum blood collecting tube VP-AS109K60 (Terumo Corp.) from each of 50 healthy subjects and 8 lung cancer patients (5 adenocarcinoma cases involving 3 cases with T2N0M0, 1 case with T3N0M0, and 1 case with T4N2M0; and 3 squamous cell cancer cases involving 1 case with T2N0M0, 1 case with T4N0M0, and 1 case with T2N1M0) confirmed to have no primary cancer other than lung cancer after acquisition of informed consent, and used as a validation cohort. The histological types and stages of these lung cancer samples are summarized in Tables 2-1 and 2-2.

<Extraction of Total RNA>

Total RNA was obtained from 300 μL of the serum sample obtained from each of 175 persons in total of 150 healthy subjects and 25 lung cancer patients included in the training cohort and the validation cohort, using a reagent for RNA extraction in 3D-Gene™ RNA extraction reagent from liquid sample kit (Toray Industries, Inc.) according to the protocol provided by the manufacturer.

<Measurement of Gene Expression Level>

miRNAs in the total RNA obtained from the serum sample of each of 175 persons in total of 150 healthy subjects and 25 lung cancer patients included in the training cohort and the validation cohort were fluorescently labeled using 3D-Gene™ miRNA Labeling kit (Toray Industries, Inc.) according to the protocol (ver 2.20) provided by the manufacturer. The oligo DNA chip used was 3DGene™ Human miRNA Oligo chip (Toray Industries, Inc.) with attached probes having sequences complementary to 2,555 miRNAs among the miRNAs registered in miRBase Release 20. Hybridization between the miRNAs in the total RNA and the probes on the DNA chip under stringent conditions and washing following the hybridization were performed according to the protocol provided by the manufacturer. The DNA chip was scanned using 3D-Gene™ scanner (Toray Industries, Inc.) to obtain images. Fluorescence intensity was digitized using 3DGene™ Extraction (Toray Industries, Inc.). The digitized fluorescence intensity was converted to a logarithmic value having a base of 2 and used as a gene expression level, from which a blank value was subtracted. A missing value was replaced with a value obtained by subtracting 0.1 from a logarithmic value of the smallest value of the gene expression level in each DNA chip. As a result, the comprehensive gene expression levels of the miRNAs in the serum were obtained for the 25 lung cancer patients and the 150 healthy subjects. Calculation and statistical analysis using the digitized gene expression levels of the miRNAs were carried out using R language 3.0.2 (R Development Core Team (2013). R: A language and environment for statistical computing. R Foundation for Statistical Computing, URL http://www.R-project.org/) and MASS package 7.3-30 (Venables, W. N. & Ripley, B. D. (2002) Modern Applied Statistics with S. Fourth Edition. Springer, New York. ISBN 0-387-95457-0).

Reference Example 2

<Collection of Samples from Patients with Cancers Other than Lung Cancer>

Serum was collected using VENOJECT II vacuum blood collecting tube VP-AS109K60 (Terumo Corp.) from each of 75 pancreatic cancer patients, 62 biliary tract cancer patients, 32 colorectal cancer patients, 35 stomach cancer patients, 32 esophageal cancer patients, 33 liver cancer patients, and 13 benign pancreaticobiliary disease patients confirmed to have no cancer in other organs after acquisition of informed consent, and used as a training cohort together with the samples of 17 lung cancer patients and 99 healthy subjects of Reference Example 1. Likewise, serum was collected using VENOJECT II vacuum blood collecting tube VP-AS109K60 (Terumo Corp.) from each of 28 pancreatic cancer patients, 38 biliary tract cancer patients, 18 colorectal cancer patients, 15 stomach cancer patients, 18 esophageal cancer patients, 19 liver cancer patients, and 8 benign pancreaticobiliary disease patients confirmed to have no cancer in other organs after acquisition of informed consent, and used as a validation cohort together with the samples of 8 lung cancer patients confirmed to have no cancer in organs except for lung cancer and 51 healthy subjects of Reference Example 1. Subsequent operations were conducted in the same way as in Reference Example 1.

TABLE 2-1 Training cohort Sample name Cancer stage Lung adenocarcinoma LC01 T2N0M0 LC02 T2N0M0 LC03 T2N0M0 LC05 T2N0M0 LC07 T2N0M0 LC08 T2N2M0 LC11 T2N0M0 LC12 T2N1M0 LC14 T2N0M0 Squamous cell cancer LC15 T2N0M0 LC18 T2N0M0 LC20 T2N0M0 LC21 T2N0M0 LC22 T4N2M0 LC23 T2N1M0 LC24 T2N0M0 LC25 T4N0M0

TABLE 2-2 Validation cohort Sample name Cancer stage Lung adenocarcinoma LC04 T2N0M0 LC06 T2N0M0 LC09 T3N0M0 LC10 T4N2M0 LC13 T2N0M0 Squamous cell cancer LC16 T2N1M0 LC17 T2N0M0 LC19 T4N0M0

Example 1

<Selection of Gene Marker Using Samples in the Training Cohort, and Method for Evaluating Lung Cancer Discriminant Performance of Single Gene Marker Using Samples in the Validation Cohort>

In this Example, a gene marker for discriminating a lung cancer patient from a healthy subject was selected from the training cohort and studied in samples of the validation cohort independent of the training cohort, for a method for evaluating the lung cancer discriminant performance of each selected gene marker alone.

Specifically, first, the miRNA expression levels in the training cohort and the validation cohort obtained in the preceding Reference Examples were combined and normalized by quantile normalization.

Next, genes for diagnosis were selected in the training cohort. Here, in order to acquire diagnostic markers with higher reliability, only genes having a gene expression level of 2⁶ or higher in 50% or more of the samples in either of the lung cancer patient group in the training cohort or the healthy subject group in the training cohort were selected. In order to further acquire statistically significant genes for discriminating a lung cancer patient group from a healthy subject group, the P value obtained by two-sample t-test assuming equal variance as to each gene expression level was corrected by the Bonferroni method, and genes that satisfied p<0.01 were acquired as gene markers for use in explanatory variables of a discriminant. The result is described in Table 3.

In this way, hsa-miR-6768-5p, hsa-miR-6836-3p, hsa-miR-6782-5p, hsa-miR-3663-3p, hsa-miR-1908-3p, hsa-miR-6726-5p, hsa-miR-4258, hsa-miR-1343-3p, hsa-miR-4516, hsa-miR-6875-5p, hsa-miR-4651, hsa-miR-6825-5p, hsa-miR-6840-3p, hsa-miR-6780b-5p, hsa-miR-6749-5p, hsa-miR-8063, hsa-miR-6784-5p, hsa-miR-3679-5p, hsa-miR-3184-5p, hsa-miR-663b, hsa-miR-6880-5p, hsa-miR-1908-5p, hsa-miR-92a-2-5p, hsa-miR-7975, hsa-miR-7110-5p, hsa-miR-6842-5p, hsa-miR-6857-5p, hsa-miR-5572, hsa-miR-3197, hsa-miR-6131, hsa-miR-6889-5p, hsa-miR-4454, hsa-miR-1199-5p, hsa-miR-1247-3p, hsa-miR-6800-5p, hsa-miR-6872-3p, hsa-miR-4649-5p, hsa-miR-6791-5p, hsa-miR-4433b-3p, hsa-miR-3135b, hsa-miR-128-2-5p, hsa-miR-4675, hsa-miR-4472, hsa-miR-6785-5p, hsa-miR-6741-5p, hsa-miR-7977, hsa-miR-3665, hsa-miR-128-1-5p, hsa-miR-4286, hsa-miR-6765-3p, hsa-miR-4632-5p, hsa-miR-365a-5p, hsa-miR-6088, hsa-miR-6816-5p, hsa-miR-6885-5p, hsa-miR-711, hsa-miR-6765-5p, hsa-miR-3180, hsa-miR-4442, hsa-miR-4792, hsa-miR-6721-5p, hsa-miR-6798-5p, hsa-miR-3162-5p, hsa-miR-6126, hsa-miR-4758-5p, hsa-miR-2392, hsa-miR-486-3p, hsa-miR-6727-5p, hsa-miR-4728-5p, hsa-miR-6746-5p, hsa-miR-4270, hsa-miR-3940-5p, hsa-miR-4725-3p, hsa-miR-7108-5p, hsa-miR-3656, hsa-miR-6879-5p, hsa-miR-6738-5p, hsa-miR-1260a, hsa-miR-4446-3p, hsa-miR-3131, hsa-miR-4463, hsa-miR-3185, hsa-miR-6870-5p, hsa-miR-6779-5p, hsa-miR-1273g-3p, hsa-miR-8059, hsa-miR-4697-5p, hsa-miR-4674, hsa-miR-4433-3p, hsa-miR-4257, hsa-miR-1915-5p, hsa-miR-4417, hsa-miR-1343-5p, hsa-miR-6781-5p, hsa-miR-4695-5p, hsa-miR-1237-5p, hsa-miR-6775-5p, hsa-miR-7845-5p, hsa-miR-4746-3p, hsa-miR-7641, hsa-miR-7847-3p, hsa-miR-6806-5p, hsa-miR-4467, hsa-miR-4726-5p, hsa-miR-4648, hsa-miR-6089, hsa-miR-1260b, hsa-miR-4532, hsa-miR-5195-3p, hsa-miR-3188, hsa-miR-6848-5p, hsa-miR-1233-5p, hsa-miR-6717-5p, hsa-miR-3195, hsa-miR-6757-5p, hsa-miR-8072, hsa-miR-4745-5p, hsa-miR-6511a-5p, hsa-miR-6776-5p, hsa-miR-371a-5p, hsa-miR-1227-5p, hsa-miR-7150, hsa-miR-1915-3p, hsa-miR-187-5p, hsa-miR-614, hsa-miR-19b-3p, hsa-miR-1225-5p, hsa-miR-451a, hsa-miR-939-5p, hsa-miR-223-3p, hsa-miR-1228-5p, hsa-miR-125a-3p, hsa-miR-92b-5p, and hsa-miR-22-3p genes, and polynucleotides consisting of the nucleotide sequences of SEQ ID NOs: 1 to 134 related thereto were found.

Among them, genes newly found as markers for examining the presence or absence of lung cancer are polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1 to 125, 127 to 130, and 132 to 134.

A discriminant for determining the presence or absence of lung cancer was further prepared by Fisher's discriminant analysis with the expression levels of these genes as an index. Specifically, any newly found polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 1 to 134 in the training cohort was apply for Formula 2 above to construct a discriminant Calculated accuracy, sensitivity, and specificity are shown in Table 4. In this respect, a discriminant coefficient and a constant term are shown in Table 5.

Accuracy, sensitivity, and specificity in the validation cohort were calculated using the discriminant thus prepared, and the discriminant performance of the selected polynucleotides was validated using independent samples (Table 4). For example, the expression level measurement value of the nucleotide sequence represented by SEQ ID NO: 1 was compared between the healthy subjects (100 persons) and the lung cancer patients (17 persons) in the training cohort. As a result, the gene expression level measurement values were found to be significantly lower in the lung cancer patient group than in the healthy subject group (see the left diagram of FIG. 2). These results were also reproducible for the healthy subjects (50 persons) and the lung cancer patients (8 persons) in the validation cohort (see the right diagram of FIG. 2). Likewise, the results obtained about the other polynucleotides shown in SEQ ID NOs: 2 to 134 showed that the gene expression level measurement values were significantly lower (−) or higher (+) in the lung cancer patient group than in the healthy subject group (Table 3). These results were able to be validated in the validation cohort. For example, as for this nucleotide sequence represented by SEQ ID NO: 1, the number of samples that were correctly identified in the detection of lung cancer was calculated using the threshold (10.08) that was set in the training cohort and discriminated between the two groups. As a result, 7 true positives, 50 true negatives, 0 false positives, and 1 false negative were obtained. From these values, 98.3% accuracy, 87.5% sensitivity, and 100% specificity were obtained as detection performance. In this way, the detection performance was calculated as to all of the polynucleotides shown in SEQ ID NOs: 1 to 134, and described in Table 4.

For example, 33 polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1, 2, 3, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 22, 26, 27, 28, 29, 33, 34, 38, 41, 42, 44, 65, 124, 125, and 133 exhibited sensitivity of 87.5%, 100%, 100%, 75%, 75%, 75%, 87.5%, 87.5%, 87.5%, 87.5%, 87.5%, 87.5%, 87.5%, 87.5%, 87.5%, 100%, 75%, 87.5%, 87.5%, 87.5%, 87.5%, 87.5%, 87.5%, 87.5%, 75%, 87.5%, 75%, 75%, 75%, 75%, 75%, 75% and 75% respectively, in the validation cohort (Table 4). In this context, the tumor markers CEA and CYFRA21-1 in blood for lung cancer reportedly have general lung cancer detection sensitivity of 69% and 43%, respectively (Non Patent Literature 3). These results demonstrated that the 33 polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1, 2, 3, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 22, 26, 27, 28, 29, 33, 34, 38, 41, 42, 44, 65, 124, 125, and 133 can discriminate, each alone, lung cancer in the validation cohort with sensitivity beyond the existing markers CEA and CYFRA21-1.

For example, 10 polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 2, 3, 11, 13, 20, 21, 22, 30, 31, and 37 were able to correctly determine lung cancer as to all of 4 samples from lung adenocarcinoma or squamous cell cancer having a tumor size of less than 7 cm and having no lymph node metastasis, contained in the validation cohort. Thus, these polynucleotides can detect even relatively early lung cancer and contributes to the early diagnosis of lung cancer.

TABLE 3 Expression level in P value after lung cancer patient Bonferroni with respect to SEQ ID NO: Gene name correction healthy subject 1 hsa-miR-6768-5p 6.71E−24 + 2 hsa-miR-6836-3p 1.44E−20 − 3 hsa-miR-6782-5p 2.89E−20 + 4 hsa-miR-3663-3p 2.77E−18 − 5 hsa-miR-1908-3p 3.58E−18 − 6 hsa-miR-6726-5p 1.02E−17 − 7 hsa-miR-4258 3.38E−17 − 8 hsa-miR-1343-3p 7.45E−17 − 9 hsa-miR-4516 7.91E−17 − 10 hsa-miR-6875-5p 3.69E−16 + 11 hsa-miR-4651 5.14E−16 − 12 hsa-miR-6825-5p 1.28E−14 + 13 hsa-miR-6840-3p 2.69E−14 − 14 hsa-miR-6780b-5p 3.47E−14 + 15 hsa-miR-6749-5p 3.82E−14 − 16 hsa-miR-8063 3.58E−13 − 17 hsa-miR-6784-5p 7.06E−13 + 18 hsa-miR-3679-5p 7.64E−13 + 19 hsa-miR-3184-5p 1.78E−12 + 20 hsa-miR-663b 5.72E−12 − 21 hsa-miR-6880-5p 9.41E−12 + 22 hsa-miR-1908-5p 1.84E−11 + 23 hsa-miR-92a-2-5p 1.85E−11 + 24 hsa-miR-7975 2.06E−11 − 25 hsa-miR-7110-5p 2.64E−11 + 26 hsa-miR-6842-5p 2.66E−11 + 27 hsa-miR-6857-5p 5.09E−11 + 28 hsa-miR-5572 7.39E−11 + 29 hsa-miR-3197 8.45E−11 + 30 hsa-miR-6131 1.51E−10 − 31 hsa-miR-6889-5p 2.73E−10 + 32 hsa-miR-4454 2.92E−10 − 33 hsa-miR-1199-5p 6.01E−10 − 34 hsa-miR-1247-3p 7.10E−10 + 35 hsa-miR-6800-5p 8.76E−10 + 36 hsa-miR-6872-3p 1.18E−09 − 37 hsa-miR-4649-5p 1.37E−09 − 38 hsa-miR-6791-5p 1.51E−09 + 39 hsa-miR-4433b-3p 1.57E−09 + 40 hsa-miR-3135b 1.78E−09 − 41 hsa-miR-128-2-5p 2.59E−09 − 42 hsa-miR-4675 2.65E−09 − 43 hsa-miR-4472 3.21E−09 + 44 hsa-miR-6785-5p 3.84E−09 − 45 hsa-miR-6741-5p 6.85E−09 − 46 hsa-miR-7977 8.90E−09 − 47 hsa-miR-3665 2.49E−08 − 48 hsa-miR-128-1-5p 3.03E−08 + 49 hsa-miR-4286 3.07E−08 − 50 hsa-miR-6765-3p 3.14E−08 − 51 hsa-miR-4632-5p 4.02E−08 + 52 hsa-miR-365a-5p 4.58E−08 + 53 hsa-miR-6088 7.80E−08 − 54 hsa-miR-6816-5p 1.19E−07 + 55 hsa-miR-6885-5p 1.59E−07 − 56 hsa-miR-711 1.93E−07 + 57 hsa-miR-6765-5p 2.99E−07 + 58 hsa-miR-3180 3.65E−07 + 59 hsa-miR-4442 3.89E−07 − 60 hsa-miR-4792 3.97E−07 + 61 hsa-miR-6721-5p 6.66E−07 + 62 hsa-miR-6798-5p 8.81E−07 + 63 hsa-miR-3162-5p 1.07E−06 + 64 hsa-miR-6126 1.26E−06 + 65 hsa-miR-4758-5p 1.35E−06 − 66 hsa-miR-2392 1.58E−06 + 67 hsa-miR-486-3p 3.01E−06 − 68 hsa-miR-6727-5p 3.06E−06 − 69 hsa-miR-4728-5p 3.61E−06 − 70 hsa-miR-6746-5p 5.00E−06 − 71 hsa-miR-4270 5.64E−06 − 72 hsa-miR-3940-5p 6.33E−06 + 73 hsa-miR-4725-3p 6.79E−06 + 74 hsa-miR-7108-5p 7.35E−06 + 75 hsa-miR-3656 1.20E−05 + 76 hsa-miR-6879-5p 1.22E−05 + 77 hsa-miR-6738-5p 1.25E−05 − 78 hsa-miR-1260a 1.51E−05 − 79 hsa-miR-4446-3p 1.67E−05 − 80 hsa-miR-3131 1.91E−05 − 81 hsa-miR-4463 2.63E−05 + 82 hsa-miR-3185 3.31E−05 + 83 hsa-miR-6870-5p 3.95E−05 + 84 hsa-miR-6779-5p 4.61E−05 − 85 hsa-miR-1273g-3p 4.73E−05 − 86 hsa-miR-8059 5.08E−05 − 87 hsa-miR-4697-5p 5.16E−05 − 88 hsa-miR-4674 7.31E−05 − 89 hsa-miR-4433-3p 8.12E−05 + 90 hsa-miR-4257 9.79E−05 − 91 hsa-miR-1915-5p 1.18E−04 − 92 hsa-miR-4417 1.36E−04 + 93 hsa-miR-1343-5p 1.45E−04 + 94 hsa-miR-6781-5p 1.54E−04 + 95 hsa-miR-4695-5p 1.57E−04 + 96 hsa-miR-1237-5p 1.80E−04 + 97 hsa-miR-6775-5p 2.34E−04 − 98 hsa-miR-7845-5p 2.40E−04 + 99 hsa-miR-4746-3p 2.62E−04 + 100 hsa-miR-7641 4.57E−04 − 101 hsa-miR-7847-3p 5.01E−04 − 102 hsa-miR-6806-5p 5.86E−04 − 103 hsa-miR-4467 6.28E−04 + 104 hsa-miR-4726-5p 6.35E−04 − 105 hsa-miR-4648 6.87E−04 + 106 hsa-miR-6089 8.08E−04 + 107 hsa-miR-1260b 8.29E−04 − 108 hsa-miR-4532 8.69E−04 − 109 hsa-miR-5195-3p 1.02E−03 − 110 hsa-miR-3188 1.12E−03 + 111 hsa-miR-6848-5p 1.36E−03 + 112 hsa-miR-1233-5p 1.41E−03 − 113 hsa-miR-6717-5p 1.63E−03 + 114 hsa-miR-3195 1.95E−03 + 115 hsa-miR-6757-5p 2.65E−03 − 116 hsa-miR-8072 3.49E−03 + 117 hsa-miR-4745-5p 4.17E−03 − 118 hsa-miR-6511a-5p 4.77E−03 − 119 hsa-miR-6776-5p 5.08E−03 + 120 hsa-miR-371a-5p 6.92E−03 − 121 hsa-miR-1227-5p 7.47E−03 + 122 hsa-miR-7150 8.50E−03 + 123 hsa-miR-1915-3p 9.50E−03 + 124 hsa-miR-187-5p 1.56E−18 − 125 hsa-miR-614 2.22E−14 − 126 hsa-miR-19b-3p 1.77E−13 + 127 hsa-miR-1225-5p 2.30E−08 + 128 hsa-miR-451a 5.96E−08 + 129 hsa-miR-939-5p 1.29E−07 + 130 hsa-miR-223-3p 4.79E−06 + 131 hsa-miR-1228-5p 5.66E−06 + 132 hsa-miR-125a-3p 1.47E−04 − 133 hsa-miR-92b-5p 2.51E−04 + 134 hsa-miR-22-3p 6.49E−04 +

Example 2

<Method for Evaluating Lung Cancer Discriminant Performance by Combination of Multiple Gene Markers Using Samples in the Validation Cohort>

In this Example, a method for evaluating lung cancer discriminant performance by a combination of the gene markers selected in Example 1 was studied. Specifically, Fisher's discriminant analysis was conducted as to 8,910 combinations of two polynucleotides comprising at least one or more of the expression level measurement values of any of the newly found polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1 to 125, 127 to 130, and 132 to 134 among the polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1 to 134 selected in Example 1, to construct a discriminant for determining the presence or absence of lung cancer. Next, accuracy, sensitivity, and specificity in the validation cohort were calculated using the discriminant thus prepared, and the discriminant performance of the selected polynucleotides was validated using the independent samples.

For example, the expression level measurement values of the nucleotide sequences represented by SEQ ID NO: 1 and SEQ ID NO: 2 were compared between the healthy subjects (100 persons) and the lung cancer patients (17 persons) in the training cohort. As a result, a scatter diagram that significantly separated the gene expression level measurement values of the lung cancer patient group from those of the healthy subject group was obtained (see the left diagram of FIG. 3). These results were also reproducible for the healthy subjects (50 persons) and the lung cancer patients (8 persons) in the validation cohort (see the right diagram of FIG. 3). Likewise, a scatter diagram that significantly separated the gene expression level measurement values of the lung cancer patient group from those of the healthy subject group was also obtained as to the other combinations of two expression level measurement values comprising at least one or more of the expression level measurement values of any of the newly found polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1 to 125, 127 to 130, and 132 to 134 among the polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1 to 134. These results were able to be validated in the validation cohort. For example, as for these nucleotide sequences represented by SEQ ID NO: 1 and SEQ ID NO: 2, the number of samples that correctly identified in the detection of lung cancer was calculated using the function (0=−1.42x+y+4.7) that was set in the training cohort and discriminated between the two groups. As a result, 7 true positives, 50 true negatives, 0 false positives, and 1 false negative were obtained. From these values, 98.3% accuracy, 87.5% sensitivity, and 100% specificity were obtained as detection performance. In this way, the detection performance was calculated as to all of the combinations of two expression level measurement values comprising at least one or more of the expression level measurement values of any of the newly found polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1 to 125, 127 to 130, and 132 to 134 among the polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1 to 134. Among them, 133 combinations comprising the expression level measurement value of the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 1 and the detection performance thereof were described in Table 6 as an example. For example, all of 9 combinations of the expression level measurement values of the polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1 and 6, SEQ ID NOs: 1 and 11, SEQ ID NOs: 1 and 19, SEQ ID NOs: 1 and 34, SEQ ID NOs: 1 and 38, SEQ ID NOs: 1 and 52, SEQ ID NOs: 1 and 53, SEQ ID NOs: 1 and 56, and SEQ ID NOs: 1 and 113 exhibited sensitivity of 100% in the validation cohort. Likewise, all of the 133 combinations of two polynucleotides consisting of the nucleotide sequence represented by SEQ ID NO: 1 and a nucleotide sequence represented by any of SEQ ID NOs: 2 to 134 exhibited sensitivity of 75% or higher. These values of sensitivity were higher than the sensitivity of the existing tumor markers CEA (69%) and CYFRA21-1 (43%) in blood (Non Patent Literature 3). Likewise, 5,742 combinations of the measurement values of the polynucleotides having sensitivity beyond the existing markers CEA and CYFRA21-1 were obtained in the validation cohort. All of the nucleotide sequences 1 to 134 described in Table 3 obtained in Example 1 were employed at least once in these combinations. Thus, the combinations of two of the polynucleotides that consist of the nucleotide sequences represented by SEQ ID NOs: 1 to 134 also produced excellent lung cancer detection sensitivity.

Markers for the detection of lung cancer with better sensitivity are obtained by further combining 3, 4, 5, 6, 7, 8, 9, 10 or more of the expression level measurement values of the polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1 to 134. For example, the polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1 to 134 selected in Example 1 were measured to obtain their expression levels between the healthy subject group and the lung cancer group in the validation cohort. All of the polynucleotides were ranked in the descending order of their P values based on the Student's t-test which indicates statistical significance of difference between groups (i.e., one having the lowest P value was ranked in the first place), and lung cancer detection sensitivity was evaluated using combinations of one or more polynucleotides to which the polynucleotides were added one by one from the top to the bottom according to the rank. In short, the order in which the polynucleotides were combined in this evaluation is in reverse in terms of SEQ ID NOs from SEQ ID NO: 134 to SEQ ID NOs: 133, 132, . . . shown in Table 3. As a result, the sensitivity in the validation cohort was 62.5% for 1 polynucleotide (SEQ ID NO: 134), 75% for 3 polynucleotides (SEQ ID NOs: 132 to 134), 87.5% for 5 polynucleotides (SEQ ID NOs: 130 to 134), 100% for 6 polynucleotides (SEQ ID NOs: 129 to 134), 100% for 10 polynucleotides (SEQ ID NOs: 125 to 134), 100% for 20 polynucleotides (SEQ ID NOs: 115 to 134), 100% for 30 polynucleotides (SEQ ID NOs: 105 to 134), 100% for 50 polynucleotides (SEQ ID NOs: 85 to 134), 100% for 80 polynucleotides (SEQ ID NOs: 55 to 134), 100% for 120 polynucleotides (SEQ ID NOs: 15 to 134), and 100% for 134 polynucleotides (SEQ ID NOs: 1 to 134).

These results demonstrated that a combination of multiple polynucleotides can produce higher lung cancer discriminant performance than that of each polynucleotide alone or a combination of a fewer number of polynucleotides. In this context, the combinations of multiple polynucleotides are not limited to the combinations of the polynucleotides added in the order of statistically significant difference as described above, and any combination of multiple polynucleotides can be used in the detection of lung cancer.

From these results, it can be concluded that all of the polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1 to 134 serve as excellent markers for the detection of lung cancer.

TABLE 4 Training cohort Validation cohort Accu- Sensi- Speci- Accu- Sensi- Speci- racy tivity ficity racy tivity ficity SEQ ID NO: (%) (%) (%) (%) (%) (%) 1 97.4 94.1 98 98.3 87.5 100 2 94.9 82.4 97 100 100 100 3 97.4 82.4 100 96.6 100 96 4 94 70.6 98 93.1 62.5 98 5 95.7 76.5 99 96.6 75 100 6 92.3 64.7 97 93.1 62.5 98 7 94.9 76.5 98 94.8 75 98 8 94.9 94.1 95 94.8 75 98 9 97.4 82.4 100 98.3 87.5 100 10 96.6 82.4 99 91.4 87.5 92 11 94.9 76.5 98 96.6 87.5 98 12 96.6 88.2 98 93.1 87.5 94 13 92.3 64.7 97 94.8 87.5 96 14 92.3 70.6 96 98.3 87.5 100 15 95.7 82.4 98 98.3 87.5 100 16 91.5 76.5 94 94.8 87.5 96 17 94 82.4 96 93.1 87.5 94 18 94.9 70.6 99 100 100 100 19 89.7 64.7 94 93.1 75 96 20 93.2 58.8 99 98.3 87.5 100 21 93.2 64.7 98 93.1 62.5 98 22 91.5 64.7 96 94.8 87.5 96 23 94 70.6 98 87.9 37.5 96 24 93.2 58.8 99 91.4 50 98 25 89.7 64.7 94 91.4 62.5 96 26 93.2 64.7 98 94.8 87.5 96 27 93.2 76.5 96 94.8 87.5 96 28 92.3 82.4 94 93.1 87.5 94 29 89.7 52.9 96 96.6 87.5 98 30 89.7 35.3 99 93.1 62.5 98 31 90.6 47.1 98 94.8 62.5 100 32 93.2 58.8 99 91.4 50 98 33 92.3 64.7 97 96.6 87.5 98 34 89.7 41.2 98 93.1 75 96 35 89.7 52.9 96 93.1 50 100 36 92.3 64.7 97 89.7 50 96 37 88.9 41.2 97 93.1 50 100 38 87.2 47.1 94 96.6 87.5 98 39 90.6 58.8 96 84.5 50 90 40 91.5 47.1 99 91.4 37.5 100 41 91.5 52.9 98 96.6 75 100 42 90.6 47.1 98 96.6 75 100 43 94 64.7 99 91.4 50 98 44 88 47.1 95 93.1 75 96 45 91.5 47.1 99 87.9 37.5 96 46 89.7 47.1 97 87.9 50 94 47 92.3 52.9 99 93.1 50 100 48 88 41.2 96 87.9 62.5 92 49 87.2 41.2 95 89.7 62.5 94 50 88.9 47.1 96 87.9 37.5 96 51 92.3 47.1 100 94.8 62.5 100 52 91.5 47.1 99 94.8 62.5 100 53 91.5 47.1 99 91.4 62.5 96 54 86.3 41.2 94 94.8 62.5 100 55 90.6 41.2 99 94.8 62.5 100 56 90.6 58.8 96 94.8 62.5 100 57 91.5 52.9 98 93.1 62.5 98 58 88.9 35.3 98 93.1 62.5 98 59 86.3 41.2 94 87.9 50 94 60 89.7 47.1 97 89.7 37.5 98 61 90.6 52.9 97 86.2 37.5 94 62 87.2 29.4 97 87.9 62.5 92 63 88.9 41.2 97 82.8 0 96 64 89.7 35.3 99 93.1 50 100 65 89.7 41.2 98 94.8 75 98 66 89.7 29.4 100 91.4 37.5 100 67 90.6 41.2 99 94.8 62.5 100 68 88 47.1 95 87.9 25 98 69 88 35.3 97 91.4 50 98 70 87.2 41.2 95 86.2 25 96 71 88 35.3 97 84.5 25 94 72 88 23.5 99 89.7 37.5 98 73 88 35.3 97 86.2 12.5 98 74 89.7 35.3 99 87.9 37.5 96 75 88 41.2 96 93.1 62.5 98 76 89.7 35.3 99 94.8 62.5 100 77 88.9 35.3 98 87.9 37.5 96 78 88 35.3 97 87.9 50 94 79 88.9 29.4 99 93.1 50 100 80 88.9 29.4 99 87.9 25 98 81 88 23.5 99 87.9 12.5 100 82 83.8 11.8 96 87.9 37.5 96 83 88.9 23.5 100 87.9 12.5 100 84 87.2 23.5 98 87.9 12.5 100 85 89.7 47.1 97 94.8 62.5 100 86 87.2 29.4 97 86.2 12.5 98 87 88 23.5 99 86.2 37.5 94 88 85.5 29.4 95 91.4 37.5 100 89 87.2 29.4 97 86.2 25 96 90 88.9 35.3 98 87.9 50 94 91 89.7 41.2 98 91.4 62.5 96 92 86.3 23.5 97 84.5 12.5 96 93 89.7 41.2 98 94.8 62.5 100 94 87.2 17.6 99 81 0 94 95 89.7 41.2 98 94.8 62.5 100 96 87.2 29.4 97 89.7 37.5 98 97 86.3 17.6 98 81 0 94 98 89.7 35.3 99 87.9 37.5 96 99 87.2 17.6 99 94.8 62.5 100 100 84.5 18.8 95 86.2 25 96 101 83.8 11.8 96 84.5 0 98 102 86.3 5.9 100 91.4 37.5 100 103 83.8 11.8 96 86.2 12.5 98 104 84.6 17.6 96 86.2 25 96 105 85.5 11.8 98 89.7 25 100 106 89.7 41.2 98 89.7 37.5 98 107 87.2 23.5 98 91.4 50 98 108 88 23.5 99 91.4 37.5 100 109 87.2 17.6 99 87.9 25 98 110 86.3 23.5 97 89.7 25 100 111 85.5 11.8 98 86.2 25 96 112 86.3 17.6 98 86.2 0 100 113 84.6 23.5 95 89.7 25 100 114 86.3 23.5 97 84.5 25 94 115 82.9 0 97 89.7 25 100 116 88 23.5 99 89.7 25 100 117 88 17.6 100 89.7 25 100 118 84.6 11.8 97 86.2 0 100 119 85.5 5.9 99 89.7 25 100 120 84.6 0 99 84.5 0 98 121 88.9 23.5 100 87.9 12.5 100 122 88 17.6 100 89.7 25 100 123 84.6 5.9 98 94.8 62.5 100 124 99.1 94.1 100 96.6 75 100 125 94 76.5 97 93.1 75 96 126 95.7 82.4 98 93.1 62.5 98 127 89.7 52.9 96 93.1 50 100 128 93.2 58.8 99 89.7 37.5 98 129 91.5 58.8 97 86.2 50 92 130 94 58.8 100 94.8 62.5 100 131 84.6 17.6 96 87.9 25 98 132 89.7 35.3 99 89.7 25 100 133 89.7 35.3 99 96.6 75 100 134 87.2 23.5 98 86.2 12.5 98

TABLE 5 Discriminant Constant SEQ ID NO: coefficient term 1 3.665 36.958 2 3.482 28.279 3 3.305 21.564 4 3.967 46.907 5 2.921 18.418 6 3.258 31.351 7 2.321 19.901 8 2.482 17.979 9 5.340 69.250 10 3.780 34.781 11 6.053 65.389 12 2.169 14.787 13 3.363 28.960 14 3.278 29.867 15 4.768 47.106 16 2.668 21.511 17 3.933 49.822 18 2.781 19.688 19 2.340 19.400 20 3.173 27.138 21 2.395 19.027 22 4.481 51.987 23 1.923 18.732 24 2.221 21.483 25 1.879 15.097 26 3.449 21.201 27 1.940 10.546 28 2.467 16.896 29 3.381 32.369 30 1.883 19.278 31 2.995 22.556 32 2.257 25.609 33 2.593 16.685 34 4.054 25.898 35 4.316 37.567 36 2.347 13.660 37 2.787 28.233 38 4.929 45.747 39 3.956 32.281 40 2.822 21.631 41 2.892 30.757 42 3.016 22.359 43 2.179 11.954 44 2.956 26.296 45 4.228 28.830 46 2.347 22.562 47 7.619 102.957 48 2.849 21.598 49 2.506 18.167 50 1.885 16.130 51 4.534 36.471 52 3.307 19.440 53 3.370 33.776 54 4.473 45.416 55 3.058 33.429 56 4.044 33.691 57 4.924 52.340 58 4.740 41.821 59 3.556 33.458 60 2.051 13.913 61 4.118 31.479 62 2.848 30.006 63 2.967 23.118 64 3.094 33.898 65 6.747 57.639 66 3.115 18.546 67 2.952 23.150 68 6.267 79.386 69 5.244 36.656 70 3.634 23.502 71 5.682 45.289 72 4.756 58.458 73 3.941 38.866 74 4.639 42.673 75 4.686 54.180 76 3.379 28.223 77 3.897 27.668 78 2.497 17.033 79 2.622 18.728 80 2.639 18.344 81 4.764 52.837 82 2.582 18.301 83 3.517 26.318 84 6.525 46.333 85 2.880 21.133 86 3.254 24.541 87 4.996 39.036 88 3.508 36.118 89 3.944 29.161 90 3.193 21.619 91 1.406 8.631 92 5.754 47.280 93 3.850 40.213 94 5.850 61.192 95 4.464 33.686 96 4.601 58.630 97 6.817 56.624 98 3.273 21.990 99 2.934 19.283 100 1.405 10.220 101 3.974 25.352 102 3.294 21.365 103 2.273 22.405 104 4.014 26.327 105 1.371 8.370 106 5.947 79.958 107 2.441 20.646 108 3.287 38.733 109 3.026 20.705 110 3.417 20.796 111 5.205 38.779 112 2.897 32.216 113 2.584 17.226 114 3.934 32.685 115 3.076 22.309 116 5.228 64.304 117 2.180 25.963 118 2.566 14.847 119 3.282 19.125 120 3.663 26.980 121 6.563 62.775 122 4.018 31.312 123 4.220 46.687 124 2.174 20.711 125 1.889 11.995 126 1.102 5.734 127 3.626 27.002 128 0.979 9.798 129 2.534 19.444 130 1.051 6.668 131 3.974 47.286 132 1.456 9.155 133 3.272 26.342 134 1.514 8.925

TABLE 6 Training set Validation set Accu- Sensi- Speci- Accu- Sensi- Speci- racy tivity ficity racy tivity ficity SEQ ID NO: (%) (%) (%) (%) (%) (%) 1_2 98.3 94.1 99 98.3 87.5 100 1_3 100 100 100 98.3 87.5 100 1_4 97.4 88.2 99 98.3 87.5 100 1_5 99.1 100 99 98.3 87.5 100 1_6 99.1 100 99 100 100 100 1_7 99.1 100 99 98.3 87.5 100 1_8 98.3 94.1 99 98.3 87.5 100 1_9 99.1 100 99 98.3 87.5 100 1_10 100 100 100 98.3 87.5 100 1_11 98.3 100 98 100 100 100 1_12 98.3 100 98 98.3 87.5 100 1_13 98.3 100 98 98.3 87.5 100 1_14 100 100 100 98.3 87.5 100 1_15 98.3 100 98 98.3 87.5 100 1_16 99.1 100 99 98.3 87.5 100 1_17 98.3 100 98 98.3 87.5 100 1_18 99.1 100 99 98.3 87.5 100 1_19 99.1 100 99 100 100 100 1_20 98.3 94.1 99 98.3 87.5 100 1_21 98.3 94.1 99 96.6 87.5 98 1_22 98.3 100 98 98.3 87.5 100 1_23 97.4 94.1 98 98.3 87.5 100 1_24 97.4 94.1 98 98.3 87.5 100 1_25 98.3 100 98 98.3 87.5 100 1_26 99.1 100 99 96.6 87.5 98 1_27 98.3 100 98 98.3 87.5 100 1_28 98.3 100 98 98.3 87.5 100 1_29 98.3 94.1 99 98.3 87.5 100 1_30 97.4 94.1 98 98.3 87.5 100 1_31 98.3 100 98 98.3 87.5 100 1_32 97.4 94.1 98 96.6 75 100 1_33 98.3 94.1 99 98.3 87.5 100 1_34 99.1 100 99 100 100 100 1_35 98.3 100 98 98.3 87.5 100 1_36 97.4 94.1 98 96.6 75 100 1_37 98.3 100 98 98.3 87.5 100 1_38 98.3 100 98 100 100 100 1_39 97.4 94.1 98 98.3 87.5 100 1_40 98.3 100 98 96.6 75 100 1_41 98.3 100 98 98.3 87.5 100 1_42 98.3 100 98 98.3 87.5 100 1_43 97.4 94.1 98 98.3 87.5 100 1_44 97.4 94.1 98 98.3 87.5 100 1_45 97.4 94.1 98 98.3 87.5 100 1_46 96.6 88.2 98 96.6 75 100 1_47 98.3 100 98 98.3 87.5 100 1_48 99.1 100 99 98.3 87.5 100 1_49 97.4 94.1 98 96.6 75 100 1_50 97.4 94.1 98 96.6 75 100 1_51 99.1 100 99 98.3 87.5 100 1_52 99.1 100 99 100 100 100 1_53 99.1 100 99 100 100 100 1_54 98.3 100 98 98.3 87.5 100 1_55 98.3 100 98 98.3 87.5 100 1_56 100 100 100 100 100 100 1_57 98.3 100 98 98.3 87.5 100 1_58 98.3 100 98 98.3 87.5 100 1_59 98.3 100 98 98.3 87.5 100 1_60 97.4 94.1 98 98.3 87.5 100 1_61 98.3 100 98 98.3 87.5 100 1_62 97.4 94.1 98 98.3 87.5 100 1_63 98.3 100 98 98.3 87.5 100 1_64 98.3 100 98 98.3 87.5 100 1_65 97.4 94.1 98 98.3 87.5 100 1_66 98.3 100 98 98.3 87.5 100 1_67 98.3 100 98 98.3 87.5 100 1_68 98.3 100 98 98.3 87.5 100 1_69 97.4 94.1 98 98.3 87.5 100 1_70 97.4 94.1 98 98.3 87.5 100 1_71 97.4 94.1 98 98.3 87.5 100 1_72 97.4 94.1 98 98.3 87.5 100 1_73 98.3 94.1 99 98.3 87.5 100 1_74 98.3 100 98 98.3 87.5 100 1_75 97.4 100 97 98.3 87.5 100 1_76 99.1 94.1 100 98.3 87.5 100 1_77 97.4 94.1 98 98.3 87.5 100 1_78 97.4 94.1 98 98.3 87.5 100 1_79 97.4 94.1 98 98.3 87.5 100 1_80 98.3 94.1 99 98.3 87.5 100 1_81 97.4 94.1 98 98.3 87.5 100 1_82 99.1 100 99 98.3 87.5 100 1_83 98.3 100 98 98.3 87.5 100 1_84 98.3 100 98 98.3 87.5 100 1_85 97.4 88.2 99 98.3 87.5 100 1_86 97.4 94.1 98 98.3 87.5 100 1_87 98.3 100 98 98.3 87.5 100 1_88 98.3 100 98 98.3 87.5 100 1_89 97.4 94.1 98 98.3 87.5 100 1_90 97.4 94.1 98 98.3 87.5 100 1_91 98.3 94.1 99 98.3 87.5 100 1_92 97.4 94.1 98 98.3 87.5 100 1_93 98.3 100 98 98.3 87.5 100 1_94 98.3 100 98 98.3 87.5 100 1_95 98.3 94.1 99 98.3 87.5 100 1_96 98.3 100 98 98.3 87.5 100 1_97 97.4 94.1 98 98.3 87.5 100 1_98 98.3 94.1 99 98.3 87.5 100 1_99 98.3 100 98 98.3 87.5 100 1_100 99.1 100 99 98.3 87.5 100 1_101 97.4 94.1 98 98.3 87.5 100 1_102 97.4 94.1 98 98.3 87.5 100 1_103 99.1 100 99 98.3 87.5 100 1_104 97.4 94.1 98 98.3 87.5 100 1_105 97.4 94.1 98 98.3 87.5 100 1_106 98.3 94.1 99 98.3 87.5 100 1_107 96.6 88.2 98 96.6 75 100 1_108 98.3 100 98 98.3 87.5 100 1_109 99.1 100 99 98.3 87.5 100 1_110 97.4 94.1 98 98.3 87.5 100 1_111 97.4 94.1 98 98.3 87.5 100 1_112 97.4 94.1 98 98.3 87.5 100 1_113 99.1 100 99 100 100 100 1_114 98.3 100 98 98.3 87.5 100 1_115 97.4 94.1 98 98.3 87.5 100 1_116 98.3 100 98 98.3 87.5 100 1_117 97.4 94.1 98 98.3 87.5 100 1_118 97.4 94.1 98 98.3 87.5 100 1_119 97.4 94.1 98 98.3 87.5 100 1_120 98.3 100 98 98.3 87.5 100 1_121 98.3 94.1 99 98.3 87.5 100 1_122 98.3 100 98 98.3 87.5 100 1_123 98.3 100 98 98.3 87.5 100 1_124 98.3 100 98 98.3 87.5 100 1_125 97.4 94.1 98 98.3 87.5 100 1_126 99.1 100 99 98.3 87.5 100 1_127 98.3 100 98 98.3 87.5 100 1_128 98.3 100 98 98.3 87.5 100 1_129 98.3 100 98 98.3 87.5 100 1_130 98.3 100 98 98.3 87.5 100 1_131 97.4 94.1 98 98.3 87.5 100 1_132 98.3 88.2 100 98.3 87.5 100 1_133 97.4 94.1 98 98.3 87.5 100 1_134 98.3 100 98 98.3 87.5 100

Example 3

<Selection of Gene Marker Using all Samples and Method for Evaluating Lung Cancer Discriminant Performance of Acquired Gene Marker>

In this Example, the samples in the training cohort and the validation cohort used in Examples 1 and 2 were integrated, and selection of a gene marker and evaluation of its lung cancer discriminant performance were conducted using all of the samples.

Specifically, the miRNA expression levels in the serum of the 25 lung cancer patients and the 150 healthy subjects obtained in the preceding Reference Examples were normalized by quantile normalization. In order to acquire diagnostic markers with higher reliability, only genes having a gene expression level of 2⁶ or higher in 50% or more of the samples in either of the lung cancer patient group or the healthy subject group were selected in the gene marker selection. In order to further acquire statistical significance for discriminating a lung cancer patient group from a healthy subject group, the P value obtained by two-sample t-test assuming equal variance as to each gene expression level was corrected by the Bonferroni method, and genes that satisfied p<0.01 were selected as gene markers for use in explanatory variables of a discriminant. The acquired genes are described in Table 7. In this way, hsa-miR-4271, hsa-miR-642b-3p, hsa-miR-6075, hsa-miR-6125, hsa-miR-887-3p, hsa-miR-6851-5p, hsa-miR-6763-5p, hsa-miR-3928-3p, hsa-miR-4443, hsa-miR-3648, hsa-miR-149-3p, hsa-miR-4689, hsa-miR-4763-3p, hsa-miR-6729-5p, hsa-miR-3196, hsa-miR-8069, hsa-miR-1268a, hsa-miR-4739, hsa-miR-1268b, hsa-miR-5698, hsa-miR-6752-5p, hsa-miR-4507, hsa-miR-564, hsa-miR-4497, hsa-miR-6877-5p, hsa-miR-6087, hsa-miR-4731-5p, hsa-miR-615-5p, hsa-miR-760, hsa-miR-6891-5p, hsa-miR-6887-5p, hsa-miR-4525, hsa-miR-1914-3p, hsa-miR-619-5p, hsa-miR-5001-5p, hsa-miR-6722-3p, hsa-miR-3621, hsa-miR-4298, hsa-miR-675-5p, and hsa-miR-4655-5p genes, and the nucleotide sequences of SEQ ID NOs: 135 to 174 related thereto were found in addition to the genes described in Table 3. As with the nucleotide sequences of SEQ ID NOs: 1 to 134, the results obtained about the polynucleotides shown in SEQ ID NOs: 135 to 174 also showed that the measurement values were significantly lower (−) or higher (+) in the lung cancer patient group than in the healthy subject group (Table 7). These results were able to be validated in the validation cohort. Thus, the presence or absence of lung cancer in the newly obtained samples can be determined by the methods described in Examples 1 and 2 by using the gene expression level measurement values described in Table 7 either alone or in combination with the gene expression level measurement values described in Table 3.

TABLE 7 Expression level in P value after lung cancer patient Bonferroni with respect to SEQ ID NO: Gene name correction healthy subject 1 hsa-miR-6768-5p 6.12E−37 + 2 hsa-miR-6836-3p 4.68E−36 − 3 hsa-miR-6782-5p 7.67E−29 − 4 hsa-miR-3663-3p 4.91E−29 − 5 hsa-miR-1908-3p 2.76E−30 − 6 hsa-miR-6726-5p 1.23E−26 + 7 hsa-miR-4258 6.12E−28 − 8 hsa-miR-1343-3p 7.70E−26 − 9 hsa-miR-4516 1.71E−29 − 10 hsa-miR-6875-5p 1.59E−18 − 11 hsa-miR-4651 6.58E−26 + 12 hsa-miR-6825-5p 2.30E−22 − 13 hsa-miR-6840-3p 4.47E−24 + 14 hsa-miR-6780b-5p 7.12E−26 − 15 hsa-miR-6749-5p 3.83E−25 − 16 hsa-miR-8063 7.83E−21 − 17 hsa-miR-6784-5p 1.37E−17 + 18 hsa-miR-3679-5p 2.70E−25 − 19 hsa-miR-3184-5p 5.58E−19 + 20 hsa-miR-663b 2.07E−22 − 21 hsa-miR-6880-5p 4.49E−19 + 22 hsa-miR-1908-5p 7.91E−21 + 23 hsa-miR-92a-2-5p 6.69E−15 + 24 hsa-miR-7975 3.32E−17 + 25 hsa-miR-7110-5p 2.07E−16 + 26 hsa-miR-6842-5p 3.25E−19 − 27 hsa-miR-6857-5p 7.70E−16 + 28 hsa-miR-5572 1.14E−17 + 29 hsa-miR-3197 7.43E−21 + 30 hsa-miR-6131 8.81E−19 + 31 hsa-miR-6889-5p 7.76E−18 + 32 hsa-miR-4454 6.20E−15 − 33 hsa-miR-1199-5p 1.10E−16 − 34 hsa-miR-1247-3p 2.61E−15 − 35 hsa-miR-6800-5p 1.65E−14 − 36 hsa-miR-6872-3p 3.40E−13 + 37 hsa-miR-4649-5p 2.50E−16 − 38 hsa-miR-6791-5p 2.29E−18 − 39 hsa-miR-4433b-3p 1.12E−12 + 40 hsa-miR-3135b 7.14E−09 + 41 hsa-miR-128-2-5p 3.95E−17 + 42 hsa-miR-4675 3.41E−17 − 43 hsa-miR-4472 1.34E−15 − 44 hsa-miR-6785-5p 7.27E−16 + 45 hsa-miR-6741-5p 1.57E−11 + 46 hsa-miR-7977 4.98E−13 + 47 hsa-miR-3665 1.23E−11 + 48 hsa-miR-128-1-5p 6.12E−11 + 49 hsa-miR-4286 8.20E−12 + 50 hsa-miR-6765-3p 3.54E−12 + 51 hsa-miR-4632-5p 1.23E−14 − 52 hsa-miR-365a-5p 3.37E−12 − 53 hsa-miR-6088 2.65E−13 − 54 hsa-miR-6816-5p 3.35E−14 + 55 hsa-miR-6885-5p 1.83E−13 − 56 hsa-miR-711 2.81E−14 + 57 hsa-miR-6765-5p 1.37E−11 + 58 hsa-miR-3180 1.69E−14 + 59 hsa-miR-4442 2.64E−12 − 60 hsa-miR-4792 2.35E−11 + 61 hsa-miR-6721-5p 1.63E−09 + 62 hsa-miR-6798-5p 9.64E−11 − 63 hsa-miR-3162-5p 1.05E−08 − 64 hsa-miR-6126 3.64E−14 + 65 hsa-miR-4758-5p 3.51E−15 − 66 hsa-miR-2392 2.75E−12 + 67 hsa-miR-486-3p 2.02E−11 − 68 hsa-miR-6727-5p 3.30E−09 + 69 hsa-miR-4728-5p 9.06E−11 − 70 hsa-miR-6746-5p 1.45E−08 + 71 hsa-miR-4270 1.52E−08 + 72 hsa-miR-3940-5p 3.98E−09 + 73 hsa-miR-4725-3p 2.40E−08 − 74 hsa-miR-7108-5p 5.64E−10 + 75 hsa-miR-3656 6.69E−13 + 76 hsa-miR-6879-5p 3.97E−13 + 77 hsa-miR-6738-5p 1.60E−09 + 78 hsa-miR-1260a 1.22E−08 + 79 hsa-miR-4446-3p 3.23E−10 − 80 hsa-miR-3131 2.40E−09 + 81 hsa-miR-4463 1.54E−08 − 82 hsa-miR-3185 5.62E−10 − 83 hsa-miR-6870-5p 3.81E−08 + 84 hsa-miR-6779-5p 3.02E−07 + 85 hsa-miR-1273g-3p 2.06E−09 + 86 hsa-miR-8059 2.01E−06 − 87 hsa-miR-4697-5p 1.86E−08 + 88 hsa-miR-4674 4.38E−10 − 89 hsa-miR-4433-3p 2.20E−07 − 90 hsa-miR-4257 1.87E−08 + 91 hsa-miR-1915-5p 4.76E−10 − 92 hsa-miR-4417 2.14E−07 − 93 hsa-miR-1343-5p 1.06E−10 + 94 hsa-miR-6781-5p 4.10E−05 − 95 hsa-miR-4695-5p 3.31E−11 − 96 hsa-miR-1237-5p 3.95E−10 + 97 hsa-miR-6775-5p 4.09E−05 + 98 hsa-miR-7845-5p 2.84E−07 − 99 hsa-miR-4746-3p 9.11E−11 − 100 hsa-miR-7641 1.14E−06 − 101 hsa-miR-7847-3p 5.71E−05 + 102 hsa-miR-6806-5p 1.87E−09 − 103 hsa-miR-4467 2.48E−08 − 104 hsa-miR-4726-5p 8.08E−07 + 105 hsa-miR-4648 1.15E−08 + 106 hsa-miR-6089 1.19E−07 + 107 hsa-miR-1260b 1.62E−05 + 108 hsa-miR-4532 8.30E−09 + 109 hsa-miR-5195-3p 2.03E−07 + 110 hsa-miR-3188 4.84E−08 − 111 hsa-miR-6848-5p 6.01E−07 + 112 hsa-miR-1233-5p 3.76E−06 + 113 hsa-miR-6717-5p 2.38E−05 + 114 hsa-miR-3195 7.67E−06 − 115 hsa-miR-6757-5p 1.58E−06 − 116 hsa-miR-8072 1.17E−05 − 117 hsa-miR-4745-5p 5.89E−07 + 119 hsa-miR-6776-5p 1.26E−07 − 120 hsa-miR-371a-5p 9.22E−05 + 121 hsa-miR-1227-5p 9.64E−05 − 122 hsa-miR-7150 0.000252 − 123 hsa-miR-1915-3p 2.18E−09 − 124 hsa-miR-187-5p 2.81E−27 − 125 hsa-miR-614 1.65E−21 − 126 hsa-miR-19b-3p 1.33E−19 + 127 hsa-miR-1225-5p 6.67E−13 − 128 hsa-miR-451a 2.23E−10 − 129 hsa-miR-939-5p 1.89E−11 + 130 hsa-miR-223-3p 9.32E−11 − 131 hsa-miR-1228-5p 1.49E−09 + 132 hsa-miR-125a-3p 1.07E−05 + 133 hsa-miR-92b-5p 1.09E−11 + 134 hsa-miR-22-3p 9.71E−07 + 135 hsa-miR-4271 5.64E−07 + 136 hsa-miR-642b-3p 6.99E−06 − 137 hsa-miR-6075 1.17E−05 + 138 hsa-miR-6125 1.63E−05 + 139 hsa-miR-887-3p 1.68E−05 + 140 hsa-miR-6851-5p 1.97E−05 − 141 hsa-miR-6763-5p 3.54E−05 − 142 hsa-miR-3928-3p 4.67E−05 − 143 hsa-miR-4443 5.36E−05 + 144 hsa-miR-3648 6.01E−05 + 145 hsa-miR-149-3p 9.80E−05 − 146 hsa-miR-4689 1.01E−04 + 147 hsa-miR-4763-3p 1.20E−04 + 148 hsa-miR-6729-5p 1.28E−04 + 149 hsa-miR-3196 1.31E−04 + 150 hsa-miR-8069 1.84E−04 + 151 hsa-miR-1268a 2.58E−04 + 152 hsa-miR-4739 2.68E−04 + 153 hsa-miR-1268b 3.37E−04 + 154 hsa-miR-5698 4.34E−04 − 155 hsa-miR-6752-5p 5.63E−04 + 156 hsa-miR-4507 6.34E−04 + 157 hsa-miR-564 6.68E−04 − 158 hsa-miR-4497 8.11E−04 − 159 hsa-miR-6877-5p 8.21E−04 − 160 hsa-miR-6087 8.91E−04 − 161 hsa-miR-4731-5p 1.15E−03 − 162 hsa-miR-615-5p 1.25E−03 − 163 hsa-miR-760 1.42E−03 − 164 hsa-miR-6891-5p 1.71E−03 + 165 hsa-miR-6887-5p 1.82E−03 − 166 hsa-miR-4525 2.09E−03 − 167 hsa-miR-1914-3p 2.11E−03 − 168 hsa-miR-619-5p 2.61E−03 − 169 hsa-miR-5001-5p 3.01E−03 − 170 hsa-miR-6722-3p 3.88E−03 + 171 hsa-miR-3621 4.02E−03 − 172 hsa-miR-4298 7.88E−03 − 173 hsa-miR-675-5p 8.33E−03 − 174 hsa-miR-4655-5p 9.06E−03 +

Example 4

<Method for Evaluating Lung Cancer-Specific Discriminant Performance by Combination of Multiple Gene Markers Using Samples in the Validation Cohort>

In this Example, gene markers for diagnosis were selected by comparing gene expression levels of miRNAs in serum of lung cancer patients with that of a control group consisting of healthy subjects, pancreatic cancer patients, biliary tract cancer patients, colorectal cancer patients, stomach cancer patients, liver cancer patients, and benign pancreaticobiliary disease patients, in the same way as the method described in Example 1, using the gene markers selected in Example 1, and targeting the training cohort as the sample group described in Reference Example 2. The polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 561 to 579 thus selected were further combined therewith to study a method for evaluating lung cancer-specific discriminant performance.

Specifically, first, the miRNA expression levels in the training cohort and the validation cohort obtained in Reference Example 2 mentioned above were combined and normalized by quantile normalization. Next, Fisher's discriminant analysis was conducted as to combinations of 1 to 4 expression level measurement values comprising at least one or more of the expression level measurement values of the polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1 to 174, and 561 to 579, to construct a discriminant for determining the presence or absence of lung cancer. Next, accuracy, sensitivity, and specificity in the validation cohort were calculated using the discriminant thus prepared, with the lung cancer patient group as a positive sample group and, on the other hand, the healthy subject group, the pancreatic cancer patient group, the biliary tract cancer patient group, the colorectal cancer patient group, the stomach cancer patient group, the liver cancer patient group, and the benign pancreaticobiliary disease patient group as a negative sample group. The discriminant performance of the selected polynucleotides was validated using the independent samples.

Most of polynucleotides consisting of the nucleotide sequences represented by these SEQ ID NOs (SEQ ID NOs: 1 to 174, and 561 to 579 corresponding to the miRNA markers of Table 1) or complementary sequences thereof mentioned above were able to provide relatively high accuracy, sensitivity, and specificity in the determination of the presence or absence of lung cancer, and furthermore, were able to specifically discriminate lung cancer from the other cancers. For example, among the combinations of multiple polynucleotides selected from the group consisting of polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1, 2, 3, 4, 5, 7, 9, 10, 11, 19, 21, 26, 29, 31, 52, 53, 63, 65, 69, 72, 87, 90, 113, 124, 125, 126, 128, 130, 143, 148, 160, 162, 561, 562, 563, 564, 565, 566, 567, 568, 569, 570, 571, 572, 573, 574, 575, 576, 577, 578 and 579 or complementary sequences thereof (the cancer type-specific polynucleotide group 1) as polynucleotides capable of specifically binding to target markers, combinations comprising at least one or more polynucleotide(s) selected from the group consisting of polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1, 2, 3, 10, 63, 113, 124, 125, 126, 128, 130, 143, 160, 561, 568, 573 and 578 or complementary sequences thereof (the cancer type-specific polynucleotide group 2) included in the cancer type-specific polynucleotide group 1 were able to specifically discriminate lung cancer from the other cancers with high accuracy.

The number of the polynucleotides with cancer type specificity in the combination can be 1, 2, 3, 4, 5, 6, 7, 8, 9, 10 or more for the combination. The combinations of 4 or more of these polynucleotides were able to exhibit discriminant accuracy of 90% or higher.

Specifically, the discriminant accuracy of the measurement using the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 1 or a complementary sequence thereof is shown in Table 8-1. For example, the measurement using the combination of one polynucleotide comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 1 or a complementary sequence thereof exhibited accuracy of 94.2% in the training cohort and accuracy of 91.4% in the validation cohort. Also, for example, the measurement using the combinations of two polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 1 or a complementary sequence thereof exhibited accuracy of 98.7% in the training cohort and accuracy of 97.5% in the validation cohort. Furthermore, for example, the measurement using the combinations of three polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 1 or a complementary sequence thereof exhibited accuracy of 99.2% in the training cohort and accuracy of 98.5% in the validation cohort. Furthermore, for example, the measurement using the combinations of four polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 1 or a complementary sequence thereof exhibited accuracy of 99.7% in the training cohort and accuracy of 99.0% in the validation cohort.

Specifically, the discriminant accuracy of the measurement using the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 2 or a complementary sequence thereof is shown in Table 8-2. For example, the measurement using the combination of one polynucleotide comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 2 or a complementary sequence thereof exhibited accuracy of 94.0% in the training cohort and accuracy of 92.4% in the validation cohort. Also, for example, the measurement using the combinations of two polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 2 or a complementary sequence thereof exhibited accuracy of 97.2% in the training cohort and accuracy of 96.0% in the validation cohort. Furthermore, for example, the measurement using the combinations of three polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 2 or a complementary sequence thereof exhibited accuracy of 99.5% in the training cohort and accuracy of 98.0% in the validation cohort. Furthermore, for example, the measurement using the combinations of four polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 2 or a complementary sequence thereof exhibited accuracy of 100% in the training cohort and accuracy of 98.0% in the validation cohort.

Specifically, the discriminant accuracy of the measurement using the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 3 or a complementary sequence thereof is shown in Table 8-3. For example, the measurement using the combination of one polynucleotide comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 3 or a complementary sequence thereof exhibited accuracy of 85.7% in the training cohort and accuracy of 84.3% in the validation cohort. Also, for example, the measurement using the combinations of two polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 3 or a complementary sequence thereof exhibited accuracy of 97.0% in the training cohort and accuracy of 97.0% in the validation cohort. Furthermore, for example, the measurement using the combinations of three polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 3 or a complementary sequence thereof exhibited accuracy of 99.0% in the training cohort and accuracy of 98.5% in the validation cohort. Furthermore, for example, the measurement using the combinations of four polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 3 or a complementary sequence thereof exhibited accuracy of 99.5% in the training cohort and accuracy of 100% in the validation cohort.

Specifically, the discriminant accuracy of the measurement using the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 10 or a complementary sequence thereof is shown in Table 8-4. For example, the measurement using the combination of one polynucleotide comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 10 or a complementary sequence thereof exhibited accuracy of 64.0% in the training cohort and accuracy of 61.6% in the validation cohort. Also, for example, the measurement using the combinations of two polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 10 or a complementary sequence thereof exhibited accuracy of 94.0% in the training cohort and accuracy of 92.4% in the validation cohort. Furthermore, for example, the measurement using the combinations of three polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 10 or a complementary sequence thereof exhibited accuracy of 99.2% in the training cohort and accuracy of 99.0% in the validation cohort. Furthermore, for example, the measurement using the combinations of four polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 10 or a complementary sequence thereof exhibited accuracy of 99.2% in the training cohort and accuracy of 99.5% in the validation cohort.

Specifically, the discriminant accuracy of the measurement using the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 63 or a complementary sequence thereof is shown in Table 8-5. For example, the measurement using the combination of one polynucleotide comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 63 or a complementary sequence thereof exhibited accuracy of 79.4% in the training cohort and accuracy of 80.8% in the validation cohort. Also, for example, the measurement using the combinations of two polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 63 or a complementary sequence thereof exhibited accuracy of 95.7% in the training cohort and accuracy of 97.5% in the validation cohort. Furthermore, for example, the measurement using the combinations of three polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 63 or a complementary sequence thereof exhibited accuracy of 98.2% in the training cohort and accuracy of 98.0% in the validation cohort. Furthermore, for example, the measurement using the combinations of four polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 63 or a complementary sequence thereof exhibited accuracy of 99.5% in the training cohort and accuracy of 97.5% in the validation cohort.

Specifically, the discriminant accuracy of the measurement using the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 113 or a complementary sequence thereof is shown in Table 8-6. For example, the measurement using the combination of one polynucleotide comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 113 or a complementary sequence thereof exhibited accuracy of 67.8% in the training cohort and accuracy of 69.2% in the validation cohort. Also, for example, the measurement using the combinations of two polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 113 or a complementary sequence thereof exhibited accuracy of 97.7% in the training cohort and accuracy of 95.5% in the validation cohort. Furthermore, for example, the measurement using the combinations of three polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 113 or a complementary sequence thereof exhibited accuracy of 99.5% in the training cohort and accuracy of 99.0% in the validation cohort. Furthermore, for example, the measurement using the combinations of four polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 113 or a complementary sequence thereof exhibited accuracy of 99.5% in the training cohort and accuracy of 99.0% in the validation cohort.

Specifically, the discriminant accuracy of the measurement using the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 124 or a complementary sequence thereof is shown in Table 8-7. For example, the measurement using the combination of one polynucleotide comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 124 or a complementary sequence thereof exhibited accuracy of 79.6% in the training cohort and accuracy of 76.8% in the validation cohort. Also, for example, the measurement using the combinations of two polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 124 or a complementary sequence thereof exhibited accuracy of 95.0% in the training cohort and accuracy of 91.4% in the validation cohort. Furthermore, for example, the measurement using the combinations of three polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 124 or a complementary sequence thereof exhibited accuracy of 98.5% in the training cohort and accuracy of 97.5% in the validation cohort. Furthermore, for example, the measurement using the combinations of four polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 124 or a complementary sequence thereof exhibited accuracy of 99.0% in the training cohort and accuracy of 99.0% in the validation cohort.

Specifically, the discriminant accuracy of the measurement using the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 125 or a complementary sequence thereof is shown in Table 8-8. For example, the measurement using the combination of one polynucleotide comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 125 or a complementary sequence thereof exhibited accuracy of 77.6% in the training cohort and accuracy of 73.7% in the validation cohort. Also, for example, the measurement using the combinations of two polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 125 or a complementary sequence thereof exhibited accuracy of 94.7% in the training cohort and accuracy of 93.4% in the validation cohort. Furthermore, for example, the measurement using the combinations of three polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 125 or a complementary sequence thereof exhibited accuracy of 99.0% in the training cohort and accuracy of 96.5% in the validation cohort. Furthermore, for example, the measurement using the combinations of four polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO:125 or a complementary sequence thereof exhibited accuracy of 99.5% in the training cohort and accuracy of 99.0% in the validation cohort.

Specifically, the discriminant accuracy of the measurement using the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 126 or a complementary sequence thereof is shown in Table 8-9. For example, the measurement using the combination of one polynucleotide comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 126 or a complementary sequence thereof exhibited accuracy of 90.4% in the training cohort and accuracy of 92.4% in the validation cohort. Also, for example, the measurement using the combinations of two polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 126 or a complementary sequence thereof exhibited accuracy of 96.7% in the training cohort and accuracy of 95.5% in the validation cohort. Furthermore, for example, the measurement using the combinations of three polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 126 or a complementary sequence thereof exhibited accuracy of 99.7% in the training cohort and accuracy of 98.0% in the validation cohort. Furthermore, for example, the measurement using the combinations of four polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 126 or a complementary sequence thereof exhibited accuracy of 99.7% in the training cohort and accuracy of 99.0% in the validation cohort.

Specifically, the discriminant accuracy of the measurement using the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 128 or a complementary sequence thereof is shown in Table 8-10. For example, the measurement using the combination of one polynucleotide comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 128 or a complementary sequence thereof exhibited accuracy of 81.4% in the training cohort and accuracy of 81.3% in the validation cohort. Also, for example, the measurement using the combinations of two polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 128 or a complementary sequence thereof exhibited accuracy of 96.2% in the training cohort and accuracy of 94.9% in the validation cohort. Furthermore, for example, the measurement using the combinations of three polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 128 or a complementary sequence thereof exhibited accuracy of 98.7% in the training cohort and accuracy of 97.5% in the validation cohort. Furthermore, for example, the measurement using the combinations of four polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 128 or a complementary sequence thereof exhibited accuracy of 99.2% in the training cohort and accuracy of 99.5% in the validation cohort.

Specifically, the discriminant accuracy of the measurement using the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 130 or a complementary sequence thereof is shown in Table 8-11. For example, the measurement using the combination of one polynucleotide comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 130 or a complementary sequence thereof exhibited accuracy of 83.4% in the training cohort and accuracy of 87.4% in the validation cohort. Also, for example, the measurement using the combinations of two polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 130 or a complementary sequence thereof exhibited accuracy of 96.2% in the training cohort and accuracy of 94.4% in the validation cohort. Furthermore, for example, the measurement using the combinations of three polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 130 or a complementary sequence thereof exhibited accuracy of 99.2% in the training cohort and accuracy of 98.5% in the validation cohort. Furthermore, for example, the measurement using the combinations of four polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 130 or a complementary sequence thereof exhibited accuracy of 99.5% in the training cohort and accuracy of 99.5% in the validation cohort.

Specifically, the discriminant accuracy of the measurement using the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 143 or a complementary sequence thereof is shown in Table 8-12. For example, the measurement using the combination of one polynucleotide comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 143 or a complementary sequence thereof exhibited accuracy of 64.6% in the training cohort and accuracy of 66.2% in the validation cohort. Also, for example, the measurement using the combinations of two polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 143 or a complementary sequence thereof exhibited accuracy of 96.0% in the training cohort and accuracy of 93.9% in the validation cohort. Furthermore, for example, the measurement using the combinations of three polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 143 or a complementary sequence thereof exhibited accuracy of 98.7% in the training cohort and accuracy of 98.0% in the validation cohort. Furthermore, for example, the measurement using the combinations of four polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 143 or a complementary sequence thereof exhibited accuracy of 99.0% in the training cohort and accuracy of 98.0% in the validation cohort.

Specifically, the discriminant accuracy of the measurement using the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 160 or a complementary sequence thereof is shown in Table 8-13. For example, the measurement using the combination of one polynucleotide comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 160 or a complementary sequence thereof exhibited accuracy of 70.9% in the training cohort and accuracy of 67.2% in the validation cohort. Also, for example, the measurement using the combinations of two polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 160 or a complementary sequence thereof exhibited accuracy of 96.0% in the training cohort and accuracy of 92.4% in the validation cohort. Furthermore, for example, the measurement using the combinations of three polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 160 or a complementary sequence thereof exhibited accuracy of 99.2% in the training cohort and accuracy of 98.5% in the validation cohort. Furthermore, for example, the measurement using the combinations of four polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 160 or a complementary sequence thereof exhibited accuracy of 99.5% in the training cohort and accuracy of 99.0% in the validation cohort.

Specifically, the discriminant accuracy of the measurement using the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 561 or a complementary sequence thereof is shown in Table 8-14. For example, the measurement using the combination of one polynucleotide comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 561 or a complementary sequence thereof exhibited accuracy of 84.9% in the training cohort and accuracy of 81.8% in the validation cohort. Also, for example, the measurement using the combinations of two polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 561 or a complementary sequence thereof exhibited accuracy of 96.5% in the training cohort and accuracy of 97.5% in the validation cohort. Furthermore, for example, the measurement using the combinations of three polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 561 or a complementary sequence thereof exhibited accuracy of 98.7% in the training cohort and accuracy of 98.0% in the validation cohort. Furthermore, for example, the measurement using the combinations of four polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 561 or a complementary sequence thereof exhibited accuracy of 100% in the training cohort and accuracy of 99.0% in the validation cohort.

Specifically, the discriminant accuracy of the measurement using the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 568 or a complementary sequence thereof is shown in Table 8-15. For example, the measurement using the combination of one polynucleotide comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 568 or a complementary sequence thereof exhibited accuracy of 60.2% in the training cohort and accuracy of 67.2% in the validation cohort. Also, for example, the measurement using the combinations of two polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 568 or a complementary sequence thereof exhibited accuracy of 97.0% in the training cohort and accuracy of 96.0% in the validation cohort. Furthermore, for example, the measurement using the combinations of three polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 568 or a complementary sequence thereof exhibited accuracy of 99.0% in the training cohort and accuracy of 96.0% in the validation cohort. Furthermore, for example, the measurement using the combinations of four polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 568 or a complementary sequence thereof exhibited accuracy of 99.5% in the training cohort and accuracy of 98.5% in the validation cohort.

Specifically, the discriminant accuracy of the measurement using the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 573 or a complementary sequence thereof is shown in Table 8-16. For example, the measurement using the combination of one polynucleotide comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 573 or a complementary sequence thereof exhibited accuracy of 53.0% in the training cohort and accuracy of 53.5% in the validation cohort. Also, for example, the measurement using the combinations of two polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 573 or a complementary sequence thereof exhibited accuracy of 96.5% in the training cohort and accuracy of 95.5% in the validation cohort. Furthermore, for example, the measurement using the combinations of three polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 573 or a complementary sequence thereof exhibited accuracy of 98.7% in the training cohort and accuracy of 98.0% in the validation cohort. Furthermore, for example, the measurement using the combinations of four polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 573 or a complementary sequence thereof exhibited accuracy of 99.2% in the training cohort and accuracy of 98.5% in the validation cohort.

Specifically, the discriminant accuracy of the measurement using the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 578 or a complementary sequence thereof is shown in Table 8-17. For example, the measurement using the combination of one polynucleotide comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 578 or a complementary sequence thereof exhibited accuracy of 52.8% in the training cohort and accuracy of 53.5% in the validation cohort. Also, for example, the measurement using the combinations of two polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 578 or a complementary sequence thereof exhibited accuracy of 96.2% in the training cohort and accuracy of 94.9% in the validation cohort. Furthermore, for example, the measurement using the combinations of three polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 578 or a complementary sequence thereof exhibited accuracy of 98.5% in the training cohort and accuracy of 96.5% in the validation cohort. Furthermore, for example, the measurement using the combinations of four polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 578 or a complementary sequence thereof exhibited accuracy of 99.2% in the training cohort and accuracy of 99.0% in the validation cohort.

The measurement values of the nucleotide sequences represented by SEQ ID NOs: 1, 113, 126, and 561 were compared among 17 lung cancer patients, 99 healthy subjects, 75 pancreatic cancer patients, 62 biliary tract cancer patients, 32 colorectal cancer patients, 35 stomach cancer patients, 32 esophageal cancer patients, 33 liver cancer patients, and 13 benign pancreaticobiliary disease patients in the training cohort. As a result, a scatter diagram that significantly separated the discriminant score of the lung cancer patient group from the discriminant scores of the other groups was obtained in the training cohort (see FIG. 4A). These results were also reproducible for the validation cohort (see FIG. 4B).

TABLE 8-1 Training cohort Validation cohort Accuracy Sensitivity Specificity Accuracy Sensitivity Specificity SEQ ID NO: (%) (%) (%) (%) (%) (%) 1 94.2 100 94.0 91.4 87.5 91.6 1_113 98.7 100 98.7 97.5 100 97.4 1_52_126 99.2 100 99.2 98.5 100 98.4 1_53_113_125 99.2 100 99.2 98.5 100 98.4 1_10_63_113 99.2 100 99.2 98.5 100 98.4 1_19_113_143 99.2 100 99.2 99.0 100 98.9 1_10_113_126 99.7 100 99.7 99.0 100 98.9 1_2_10_113 99.7 100 99.7 98.5 100 98.4

TABLE 8-2 Training cohort Validation cohort Accuracy Sensitivity Specificity Accuracy Sensitivity Specificity SEQ ID NO: (%) (%) (%) (%) (%) (%) 2 94.0 94.1 94.0 92.4 100 92.1 2_126 97.2 100 97.1 96.0 100 95.8 1_2_113 99.5 100 99.5 98.0 100 97.9 2_19_53_113 99.2 100 99.2 97.5 100 97.4 2_72_113_125 99.0 100 99.0 96.5 100 96.3 2_19_72_113 99.0 100 99.0 97.0 100 96.8 2_19_113_579 98.5 100 98.4 96.5 100 96.3 1_2_19_113 100 100 100 98.0 100 97.9

TABLE 8-3 Training cohort Validation cohort Accuracy Sensitivity Specificity Accuracy Sensitivity Specificity SEQ ID NO: (%) (%) (%) (%) (%) (%) 3 85.7 94.1 85.3 84.3 100 83.7 3_126 97.0 94.1 97.1 97.0 100 96.8 1_3_113 99.0 100 99.0 98.5 100 98.4 3_125_128_568 98.5 100 98.4 97.0 100 96.8 1_3_10_113 99.2 100 99.2 99.0 100 98.9 3_113_125_126 99.5 94.1 99.7 100 100 100 1_3_126_573 98.5 100 98.4 98.0 100 97.9 3_126_130_561 98.2 94.1 98.4 98.0 100 97.9

TABLE 8-4 Training cohort Validation cohort Accuracy Sensitivity Specificity Accuracy Sensitivity Specificity SEQ ID NO: (%) (%) (%) (%) (%) (%) 10 64.0 82.4 63.2 61.6 75.0 61.1 2_10 94.0 100 93.7 92.4 100 92.1 1_10_113 99.2 100 99.2 99.0 100 98.9 1_10_113_143 99.0 100 98.9 99.5 100 99.5 1_10_113_569 99.2 100 99.2 99.0 100 98.9 1_10_113_562 98.7 100 98.7 99.0 100 98.9 1_10_113_578 99.2 100 99.2 98.5 100 98.4 1_7_10_113 99.2 100 99.2 99.0 100 98.9

TABLE 8-5 Training cohort Validation cohort Accuracy Sensitivity Specificity Accuracy Sensitivity Specificity SEQ ID NO: (%) (%) (%) (%) (%) (%) 63 79.4 94.1 78.7 80.8 75.0 81.1 63_126 95.7 94.1 95.8 97.5 100 97.4 1_63_113 98.2 100 98.2 98.0 100 97.9 1_63_567_578 99.5 100 99.5 97.5 100 97.4 1_53_63_578 98.2 100 98.2 98.0 100 97.9 1_63_162_573 98.0 100 97.9 97.5 87.5 97.9 1_63_162_578 98.5 100 98.4 98.0 100 97.9 1_63_576_578 98.7 100 98.7 98.0 100 97.9

TABLE 8-6 Training cohort Validation cohort Accuracy Sensitivity Specificity Accuracy Sensitivity Specificity SEQ ID NO: (%) (%) (%) (%) (%) (%) 113 67.8 76.5 67.5 69.2 100 67.9 2_113 97.7 100 97.6 95.5 100 95.3 1_19_113 99.5 100 99.5 99.0 100 98.9 1_10_113_567 99.5 100 99.5 99.0 100 98.9 1_53_63_113 99.0 100 99.0 98.0 100 97.9 1_53_113_143 99.0 100 99.0 98.0 100 97.9 2_19_113_125 99.0 100 99.0 98.0 100 97.9 2_10_113_130 99.2 100 99.2 99.5 100 99.5

TABLE 8-7 Training cohort Validation cohort Accuracy Sensitivity Specificity Accuracy Sensitivity Specificity SEQ ID NO: (%) (%) (%) (%) (%) (%) 124 79.6 94.1 79.0 76.8 100 75.8 2_124 95.0 100 94.8 91.4 100 91.1 1_113_124 98.5 100 98.4 97.5 100 97.4 113_124_125_126 99.0 94.1 99.2 99.0 100 98.9 124_125_128_568 98.0 100 97.9 94.9 100 94.7 113_124_125_162 99.0 100 99.0 98.0 100 97.9 52_124_126_561 98.0 94.1 98.2 98.0 100 97.9 19_113_124_126 98.0 94.1 98.2 99.0 100 98.9

TABLE 8-8 Training cohort Validation cohort Accuracy Sensitivity Specificity Accuracy Sensitivity Specificity SEQ ID NO: (%) (%) (%) (%) (%) (%) 125 77.6 82.4 77.4 73.7 87.5 73.2 113_125 94.7 100 94.5 93.4 100 93.2 2_113_125 99.0 100 99.0 96.5 100 96.3 1_113_125_160 99.5 100 99.5 98.5 100 98.4 31_113_125_568 99.0 100 98.9 98.0 100 97.9 2_53_113_125 99.2 100 99.2 98.0 100 97.9 1_10_113_125 99.5 100 99.5 99.0 100 98.9 1_113_125_143 99.2 100 99.2 99.0 100 98.9

TABLE 8-9 Training cohort Validation cohort Accuracy Sensitivity Specificity Accuracy Sensitivity Specificity SEQ ID NO: (%) (%) (%) (%) (%) (%) 126 90.4 94.1 90.3 92.4 100 92.1 1_126 96.7 100 96.6 95.5 100 95.3 1_113_126 99.7 100 99.7 98.0 100 97.9 1_126_561_573 98.5 100 98.4 97.5 100 97.4 113_125_126_568 98.5 100 98.4 98.5 100 98.4 113_125_126_561 99.0 94.1 99.2 98.5 100 98.4 1_113_125_126 99.7 100 99.7 99.0 100 98.9 1_52_126_561 99.5 100 99.5 98.0 100 97.9

TABLE 8-10 Training cohort Validation cohort Accuracy Sensitivity Specificity Accuracy Sensitivity Specificity SEQ ID NO: (%) (%) (%) (%) (%) (%) 128 81.4 82.4 81.4 81.3 87.5 81.1 1_128 96.2 100 96.1 94.9 100 94.7 1_113_128 98.7 100 98.7 97.5 100 97.4 26_113_125_128 97.7 94.1 97.9 98.5 100 98.4 1_113_125_128 99.0 100 99.0 99.0 100 98.9 1_10_113_128 99.2 100 99.2 99.5 100 99.5 31_113_125_128 97.5 94.1 97.6 99.0 100 98.9 2_19_113_128 99.0 100 99.0 97.0 100 96.8

TABLE 8-11 Training cohort Validation cohort Accuracy Sensitivity Specificity Accuracy Sensitivity Specificity SEQ ID NO: (%) (%) (%) (%) (%) (%) 130 83.4 88.2 83.2 87.4 100 86.8 1_130 96.2 100 96.1 94.4 100 94.2 1_113_130 99.2 100 99.2 98.5 100 98.4 1_3_130_143 97.7 100 97.6 99.0 100 98.9 1_10_113_130 99.5 100 99.5 99.5 100 99.5 1_63_130_578 98.7 100 98.7 98.5 100 98.4 124_125_130_568 98.5 100 98.4 96.5 100 96.3 2_19_113_130 99.0 100 99.0 98.0 100 97.9

TABLE 8-12 Training cohort Validation cohort Accuracy Sensitivity Specificity Accuracy Sensitivity Specificity SEQ ID NO: (%) (%) (%) (%) (%) (%) 143 64.6 58.8 64.8 66.2 62.5 66.3 1_143 96.0 100 95.8 93.9 87.5 94.2 1_113_143 98.7 100 98.7 98.0 100 97.9 1_3_126_143 99.0 100 98.9 98.0 100 97.9 1_63_130_143 97.7 100 97.6 98.0 100 97.9 1_10_52_143 98.0 100 97.9 100 100 100 2_19_113_143 98.5 100 98.4 96.5 100 96.3 63_124_130_143 96.2 94.1 96.3 96.0 100 95.8

TABLE 8-13 Training cohort Validation cohort Accuracy Sensitivity Specificity Accuracy Sensitivity Specificity SEQ ID NO: (%) (%) (%) (%) (%) (%) 160 70.9 70.6 70.9 67.2 37.5 68.4 2_160 96.0 100 95.8 92.4 100 92.1 1_113_160 99.2 100 99.2 98.5 100 98.4 1_10_113_160 99.2 100 99.2 99.0 100 98.9 7_113_125_160 99.0 100 99.0 97.5 100 97.4 1_113_160_567 99.5 100 99.5 98.0 100 97.9 1_113_160_578 98.7 100 98.7 98.0 100 97.9 2_19_113_160 99.5 100 99.5 98.0 100 97.9

TABLE 8-14 Training cohort Validation cohort Accuracy Sensitivity Specificity Accuracy Sensitivity Specificity SEQ ID NO: (%) (%) (%) (%) (%) (%) 561 84.9 88.2 84.8 81.8 87.5 81.6 126_561 96.5 94.1 96.6 97.5 100 97.4 1_113_561 98.7 100 98.7 98.0 100 97.9 113_125_130_561 97.7 94.1 97.9 99.5 100 99.5 7_126_143_561 98.5 100 98.4 98.5 100 98.4 1_113_126_561 100 100 100 99.0 100 98.9 1_126_561_568 98.7 100 98.7 98.0 100 97.9 7_113_126_561 99.2 94.1 99.5 98.5 100 98.4

TABLE 8-15 Training cohort Validation cohort Accuracy Sensitivity Specificity Accuracy Sensitivity Specificity SEQ ID NO: (%) (%) (%) (%) (%) (%) 568 60.2 58.8 60.3 67.2 100 65.8 1_568 97.0 100 96.8 96.0 100 95.8 1_2_568 99.0 100 98.9 96.0 100 95.8 7_125_126_568 99.2 100 99.2 98.0 100 97.9 124_125_126_568 98.5 100 98.4 98.0 100 97.9 7_113_125_568 98.5 100 98.4 98.0 100 97.9 1_113_125_568 99.5 100 99.5 98.0 100 97.9 113_125_128_568 97.5 100 97.4 98.5 100 98.4

TABLE 8-16 Training cohort Validation cohort Accuracy Sensitivity Specificity Accuracy Sensitivity Specificity SEQ ID NO: (%) (%) (%) (%) (%) (%) 573 53.0 35.3 53.8 53.5 12.5 55.3 1_573 96.5 100 96.3 95.5 100 95.3 1_113_573 98.7 100 98.7 98.0 100 97.9 113_125_126_573 98.2 94.1 98.4 99.5 100 99.5 1_113_125_573 99.2 100 99.2 98.5 100 98.4 1_53_113_573 98.7 100 98.7 97.5 100 97.4 1_124_126_573 97.7 100 97.6 96.5 100 96.3 1_63_130_573 98.7 100 98.7 98.0 100 97.9

TABLE 8-17 Training cohort Validation cohort Accuracy Sensitivity Specificity Accuracy Sensitivity Specificity SEQ ID NO: (%) (%) (%) (%) (%) (%) 578 52.8 52.9 52.8 53.5 50.0 53.7 1_578 96.2 100 96.1 94.9 100 94.7 1_113_578 98.5 100 98.4 96.5 100 96.3 1_126_567_578 98.5 100 98.4 97.5 100 97.4 1_19_113_578 99.2 100 99.2 99.0 100 98.9 31_126_561_578 97.5 94.1 97.6 97.5 100 97.4 1_126_160_578 98.7 100 98.7 97.0 100 96.8 1_113_125_578 98.7 100 98.7 98.5 100 98.4

INDUSTRIAL APPLICABILITY

According to the present invention, lung cancer can be effectively detected by a simple and inexpensive method. This permits early detection, diagnosis and treatment of lung cancer. The method of the present invention can detect lung cancer with limited invasiveness using the blood of a patient and therefore allows lung cancer to be detected conveniently and rapidly.

All publications, patents, and patent applications cited herein are incorporated herein by reference in their entirety. 

The invention claimed is:
 1. A method for detecting lung cancer, comprising determining an expression level of hsa-miR-6768-5p in a sample comprising blood, serum, or plasma from a human subject using a kit comprising a nucleic acid(s), as a primer(s) for PCR, or a probe(s) for Northern blot, Southern blot or in situ hybridization, capable of specifically binding to hsa-miR-6768-5p, wherein the determining comprises the following steps of; (a) contacting hsa-miR-6768-5p in the sample or complementary polynucleotide(s) thereof prepared from hsa-miR-6768-5p with the nucleic acid(s), (b) measuring an expression level of hsa-miR-6768-5p by quantitative RT-PCR using the nucleic acid(s) as the primer(s), or Northern blot, Southern blot, or in situ hybridization using the nucleic acids as probe(s); and (c) comparing the expression level of hsa-miR-6768-5p measured in the step (b) with a control expression level of hsa-miR-6768-5p in a sample from a healthy subject measured in the same way as in the step (b), wherein a higher expression level of hsa-miR-6768-5p in the sample comprising blood, serum, or plasma from the subject as compared to the control expression level is detected and is indicative that the subject has lung cancer, and treating the subject for lung cancer or performing a diagnostic procedure on the subject, wherein the treatment comprises surgery, radiotherapy, chemotherapy or the combination thereof, and wherein the diagnostic procedure comprises chest X-ray examination or diagnostic imaging of the lung.
 2. A method for detecting lung cancer, comprising determining an expression level(s) of hsa-miR-6768-5p in a sample comprising blood, serum or plasma from a human subject using a device comprising a nucleic acid(s), as a probe(s) capable of specifically binding to hsa-miR-6768-5p, wherein the determining comprises the following steps of; (a) binding hsa-miR-6768-5p in the sample or cDNA thereof prepared from hsa-miR-6768-5p to the nucleic acid(s), to measure an expression level of hsa-miR-6768-5p by hybridization using the nucleic acid(s); and (b) comparing the expression level of hsa-miR-6768-5p measured in the step (a) with a control expression level of hsa-miR-6768-5p in a sample from a healthy subject measured in the same way as in the step (a), wherein a higher expression level of hsa-miR-6768-5p in the sample comprising blood, serum, or plasma from the subject as compared to the control expression level is detected and is indicative that the subject has lung cancer, and treating the subject for lung cancer or performing a diagnostic procedure on the subject, wherein the treatment comprises surgery, radiotherapy, chemotherapy or the combination thereof, and wherein the diagnostic procedure comprises chest X-ray examination or diagnostic imaging of the lung.
 3. The method according to claim 1, wherein the step (c) further comprises preparing a discriminant based on a formula.
 4. The method according to claim 3, wherein the discriminant is compared to a threshold.
 5. The method according to claim 2, wherein the step (b) further comprises preparing a discriminant based on a formula.
 6. The method according to claim 5, wherein the discriminant is compared to a threshold. 